HDR - Flavors and Best Practices

Better Pixels.

Over the last decade we have had a bit of a renaissance in imaging display technology. The jump from SD to HD was a huge bump in image quality. HD to 4k was another noticeable step in making better pictures, but had less of an impact from the previous SD to HD jump. Now we are starting to see 8k displays and workflows. Although this is great for very large screens, this jump has diminishing returns for smaller viewing environments. In my opinion, we are to the point where we do not need more pixels, but better ones. HDR or High Dynamic Range images along with wider color gamuts are allowing us to deliver that next major increase in image quality. HDR delivers better pixels!

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Stop… What is dynamic range?

When we talk about the dynamic range of a particular capture system, what we are referring to is the delta between the blackest shadow and the brightest highlight captured. This is measured in Stops typically with a light-meter. A Stop is a doubling or a halving of light. This power of 2 way of measuring light is perfect for its correlation to our eyes logarithmic nature. Your eyeballs never “clip” and a perfect HDR system shouldn’t either. The brighter we go the harder it becomes to see differences but we never hit a limit.

Unfortunately digital camera senors do not work in the same way as our eyeballs. Digital sensors have a linear response, a gamma of 1.0 and do clip. Most high-end cameras convert this linear signal to a logarithmic one for post manipulation.

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I was never a huge calculus buff but this one thought experiment has served me well over the years.

Say you are at one side of the room. How many steps will it take to get to the wall if each time you take a step, the step is half the distance of your last. This is the idea behind logarithmic curves.

Say you are at one side of the room. How many steps will it take to get to the wall if each time you take a step, the step is half the distance of your last. This is the idea behind logarithmic curves.

It will take an infinite number of steps to reach the wall, since we can always half the half.

It will take an infinite number of steps to reach the wall, since we can always half the half.

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Someday we will be able to account for every photon in a scene, but until that sensor is made we need to work within the confines of the range that can be captured

For example if the darkest part of a sampled image are the shadows and the brightest part is 8 stops brighter, that means we have a range of 8 stops for that image. The way we expose a sensor or a piece of celluloid changes based on a combination of factors. This includes aperture, exposure time and the general sensitivity of the imaging system. Depending on how you set these variables you can move the total range up or down in the scene.

Let’s say you had a scene range of 16 stops. This goes from the darkest shadow to direct hot sun. Our imaging device in this example can only handle 8 of the 16 present stops. We can shift the exposure to be weighted towards the shadows, the highlights, or the Goldilocks sweet spot in the middle. There is no right or wrong way to set this range. It just needs to yield the picture that helps to promote the story you are trying to tell in the shot. A 16bit EXR file can handle 32 stops of range. Much more than any capture system can deliver currently.

Latitude is how far you can recover a picture from over or under exposure. Often latitude is conflated with dynamic range. In rare cases they are the same but more often than not your latitude is less then the available dynamic range.

Film, the original HDR system.

Film from its creation always captured more information than could be printed. Contemporary stocks have a dynamic range of 12 stops. When you print that film you have to pick the best 8 stops to show via printing with more or less light. The extra dynamic range was there in the negative but was limited by the display technology.

Flash forward to our digital cameras today. Cameras form Arri, Red, Blackmagic, Sony all boast dynamic ranges over 13 stops. The challenge has always been the display environment. This is why we need to start thinking of cameras not as the image creators but more as the photon collectors for the scene at the time of capture. The image is then “mapped” to your display creatively.

Scene referred grading.

The problem has always been how do we fit 10 pounds of chicken into an 8 pound bag? In the past when working with these HDR camera negatives we were limited to the range of the display technology being used. The monitors and projectors before their HDR counterparts couldn’t “display” everything that was captured on set even though we had more information to show. We would color the image to look good on the device for which we were mastering. “Display Referred Grading,” as this is called, limits your range and bakes in the gamma of the display you are coloring on. This was fine when the only two mediums were SDR TV and theatrical digital projection. The difference between 2.4 video gamma and 2.6 theatrical gamma was small enough that you could make a master meant for one look good on the other with some simple gamma math. Today the deliverables and masters are numerous with many different display gammas required. So before we even start talking about HDR, our grading space needs to be “Scene Referred.” What this means is that once we have captured the data on set, we pass it through the rest of the pipeline non-destructively, maintaining the relationship to the original scene lighting conditions. “No pixels were harmed in the making of this major motion picture.” is a personal mantra of mine.

I’ll add the tone curve later.

There are many different ways of working scene-referred. the VFX industry has been working this way for decades. The key point is we need to have a processing space that is large enough to handle the camera data without hitting the boundaries i.e. clipping or crushing in any of the channels. This “bucket” also has to have enough samples (bit-depth) to be able to withstand aggressive transforms. 10-bits are not enough for HDR grading. We need to be working in a full 16-bit floating point.

This is a bit of an exaggeration, but it illustrates the point. Many believe that a 10 bit signal is sufficient enough for HDR. I think for color work 16 bit is necessary. This ensures we have enough steps to adequately describe our meat and potatoe…

This is a bit of an exaggeration, but it illustrates the point. Many believe that a 10 bit signal is sufficient enough for HDR. I think for color work 16 bit is necessary. This ensures we have enough steps to adequately describe our meat and potatoes part of the image in addition to the extra highlight data at the top half of the code values.

Bit-depth is like butter on bread. Not enough and you get gaps in your tonal gradients. We want a nice smooth spread on our waveforms.

Now that we have our non destructive working space we use transforms or LUTs to map to our displays for mastering. ACES is a good starting point for a working space and a set of standardized transforms, since it works scene referenced and is always non destructive if implemented properly. The gist of this workflow is that the sensor linearity of the original camera data has been retained. We are simply adding our display curve for our various different masters.

Stops measure scenes, Nits measure displays.

For measuring light on set we use stops. For displays we use a measurement unit called a nit. Nits are a measure of peak brightness not dynamic range. A nit is equal to 1 cd/m2. I’m not sure why there is two units with different nomenclature for the same measurement, but for displays we use the nit. Perhaps candelas per meter squared, was just too much of a mouthful. A typical SDR monitor has a brightness of 100 nits. A typical theatrical projector has a brightness of 48 nits. There is no set standard for what is considered HDR brightness. I consider anything over 600nits HDR. 1000nits or 10 times brighter than legacy SDR displays is what most HDR projects are mastered to. The Dolby Pulsar monitor is capable of displaying 4000 nits which is the highest achievable today. The PQ signal accommodates values up to 10,000 nits

The Sony x300 has a peak brightness of 1000 nits and is current gold standard for reference monitors.

The Sony x300 has a peak brightness of 1000 nits and is current gold standard for reference monitors.

The Dolby Pulsar is capable of 4000 nit peak white

The Dolby Pulsar is capable of 4000 nit peak white

P-What?

Rec2020 color primaries with a D65 white point

Rec2020 color primaries with a D65 white point

The most common scale to store HDR data is the PQ Electro-Optical Transfer Function. PQ stands for perceptual quantizer. the PQ EOTF was standardized when SMPTE published the transfer function as SMPTE ST 2084. The color primaries most often associated with PQ are rec2020. BT.2100 is used when you pair the two, PQ transfer function with rec2020 primaries and a D65 white point. This is similar to how the definition of BT.1886 is rec709 primaries with an implicit 2.4 gamma and a D65 white point. It is possible to have a PQ file with different primaries than rec2020. The most common variance would be P3 primaries with a D65 white point. Ok, sorry for the nerdy jargon but now we are all on the same page.



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HDR Flavors

There are four main HDR flavors in use currently. All of them use a logarithmic approach to retain the maxim amount of information in the highlights.

Dolby Vision

Dolby Vision is the most common flavor of HDR out in the field today. The system works in three parts. First you start with your master that has been graded using the PQ EOTF. Next you “analyse“ the shots in in your project to attach metadata about where the shadows, highlights and meat and potatoes of your image are sitting. This is considered layer 1 metadata. Next this metadata is used to inform the Content Mapping Unit or CMU how best to “convert” your picture to SDR and lower nit formats. The colorist can “override” this auto conversion using a trim that is then stored in layer 2 metadata commonly referred to as L2. The trims you can make include lift gamma gain and sat. In version 4.0 out now, Dolby has given us the tools to also have secondary controls for six vector hue and sat. Once all of these settings have been programmed they are exported into an XML sidecar file that travels with the original master. Using this metadata, a Dolby vision equipped display can use the trim information to tailor the presentation to accommodate the max nits it is capable of displaying on a frame by frame basis.

HDR 10

HDR 10 is the simplest of the PQ flavors. The grade is done using the PQ EOTF. Then the entire show is analysed. The average brightness and peak brightness are calculated. These two metadata points are called MaxCLL - Maximum Content Light Level and MaxFALL - Maximum Frame Average Light Level. Using these a down stream display can adjust the overall brightness of the program to accommodate the displays max brightness.

HDR 10+

HDR 10+ is similar to Dolby Vision in that you analyse your shots and can set a trim that travels in metadata per shot. The difference is you do not have any color controls. You can adjust points on a curve for a better tone map. These trims are exported as an XML file from your color corrector.

HLG

Hybrid log gamma is a logarithmic extension of the standard 2.4 gamma curve of legacy displays. The lower half of the code values use 2.4 gamma and the top half use log curve. Combing the legacy gamma with a log curve for the HDR highlights is what makes this a hybrid system. This version of HDR is backwards compatible with existing display and terrestrial broadcast distribution. There is no dynamic quantification of the signal. The display just shows as much of the signal as it can.

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Deliverables

Deliverables change from studio to studio. I will list the most common ones here that are on virtually every delivery instruction document. Depending on the studio, the names of these deliverables will change but the utility of them stays the same.

PQ 16-bit Tiffs

This is the primary HDR deliverable and derives some of the other masters on the list. These files typically have a D65 white point and are either Rec2020 or p3 limited inside of a Rec2020 container.

GAM

The Graded Archival Master has all of the color work baked in but does not have the any output transforms. This master can come in three flavors all of which are scene referred;

ACES AP0 - Linear gamma 1.0 with ACES primaries, sometimes called ACES prime.

Camera Log - The original camera log encoding with the camera’s native primaries. For example, for Alexa, this would be LogC Arri Wide Gamut.

Camera Linear - This flavor has the camera’s original primaries with a linear gamma 1.0

NAM

The non-graded assembly master is the equivalent of the VAM back in the day. It is just the edit with no color correction. This master needs to be delivered in the same flavor that your GAM was.

ProRes XQ

This is the highest quality ProRes. It can hold 12-bits per image channel and was built with HDR in mind.

Dolby XML

This XML file contains all of the analysis and trim decisions. For QC purposes it needs to be able to pass a check from Dolby’s own QC tool Metafier.

IMF

Inter-operable Master Format files can do a lot. For the scope of this article we are only going to touch on the HDR delivery side. The IMF is created from an MXF made from jpeg 2000s. The jp2k files typically come from the PQ tiff master. It is at this point that the XML file is married with picture to create one nice package for distribution.


Near Future

Currently we master for theatrical first for features. In the near future I see the “flippening” occurring. I would much rather spend the bulk of the grading time on the highest quality master rather than the 48nit limited range theatrical pass. I feel like you get a better SDR version by starting with the HDR since you have already corrected any contamination that might have been in the extreme shadows or highlights. Then you spend a few days “trimming” the theatrical SDR for the theaters. The DCP standard is in desperate need of a refresh. 250Mbps is not enough for HDR or high resolution masters. For the first time in film history you can get a better picture in your living room than most cinemas. This of course is changing and changing fast.

Sony and Samsung both have HDR cinema solutions that are poised to revolutionize the way we watch movies. Samsung has their 34 foot onyx system which is capable of 400nit theatrical exhibition. You can see a proof of concept model in action today if you live in the LA area. Check it out at the Pacific Theatres Winnetka in Chatsworth.

Sony has, in my opinion, the wining solution at the moment. They have a their CLED wall which is capable of delivering 800 nits in a theatrical setting. These types of displays open up possibilities for filmmakers to use a whole new type of cinematic language without sacrificing any of the legacy story telling devices we have used in the past.

For example, this would be the first time in the history of film where you could effect a physiologic change to the viewer. I have often thought about a shot I graded for The “Boxtrolls” where the main character, Eggs, comes out from a whole life spent in the sewers. I cheated an effect where the viewers eyes were adjusting to a overly bright world. To achieve this I cranked the brightness and blurred the image slightly . I faded this adjustment off over many shots until your eye “adjusted” back to normal. The theatrical grade was done at 48nits. At this light level, even at it’s brightest the human eye is not iris’ed down at all, but what if I had more range at my disposal. Today I would crank that shot until it made the audiences irises close down. Then over the next few shots the audience would adjust back to the “new brighter scene and it would appear normal. That initial shock would be similar to the real world shock of coming from a dark environment to a bright one.

Another such example that I would like to revisit is the myth of “L’Arrivée d’un train en gare de La Ciotat. In this early Lumière picture a train pulls into a station. The urban legend is that this film had audiences jumping out of their seats and ducking for cover as the train comes hurling towards them. Imagine if we set up the same shot today but in a dark tunnel. We could make the head light so bright in HDR that coupled with the sound of a rushing train would cause most viewers, at the very least, to look away as it rushes past. A 1000 nit peak after your eyes have been acclimated to the dark can appear shockingly bright.

I’m excited for these and other examples yet to be created by filmmakers exploring this new medium. Here’s to better pixels and constantly progressing the art and science of moving images!

Please leave a comment below if there are points you disagree with or have any differing views on the topics discussed here.

Thanks for reading,

John Daro

How to - VR 180 Video Files

Recently a few VR jobs came across my desk. I had done some equirectangular grading in the past, but it was always for VFX plates, Dome Theaters, or virtual production sets. These recent projects were different because they were purposely shot for 180 VR. Sorry, no looking back over your shoulder. The beauty of this format is that it brings back some of the narrative language that we have cultivated over 100+ years of cinema. We can direct your eye through shadow and light or pull your attention with a sound effect and sudden action. All while not having to worry if you are looking in the right direction.

I thought it would be a good idea to share what I have learned working with this type of immersive content. It’s all out there on the web but hopefully, this pulls it all together in one place and saves all of you a bunch of googling.

It all starts with a stitch

First, you will need to choose a rig. There are many off-the-shelf kits you can buy or you can go the homebrew route and cobble together a few cameras. There are also some interesting standalone devices that save you from having to use/manage multiple cameras. In all cases, there will be some post-processing needed. You will need stitching software like Mistika VR or Cara VR for multiple camera rigs.

Stitching is the process of combining multiple cameras together, color balancing them, and then feathering the overlapping pixels to create one seamless equirectangular image. There are a lot of tutorials on stitching and this post is not that.

6 cameras stitched

The red lines are the edges. The green lines are where the feather starts for the overlap.

Equidistant Fisheye

Extremely wide fisheye setups will need to be converted from equidistant fisheye to equirectangular

Want to avoid stitching all together? Use a very wide-angle lens. There are extremely wide fisheye setups that can capture more than 180 degree field of view. These will need to be converted from equidistant fisheye to equirectangular, but other than that, no stitching or post-processing is needed. Canon has just recently released a fantastic dual fisheye product that further simplifies capture. No matter the setup the end result of the post process will be a 2:1 canvas with each eye being a 1:1 equirectangular image placed side by side. This is probably a good time to talk about what an equirectangular image is.

Equirectangular Projection

This type of spherical visualization is basically the map of the globe that you had in school. It’s what happens when you take a sphere, map that to a cylinder, and unroll the cylinder to a flat projection. That is a gross oversimplification, but a good way to visualize what is going on nonetheless. Please see the equations below if you are coding something or if you are just a maths fan.

Transform Definition

Spherical to Planar Transform

This is the concept of 360 video. We work with it in a flat plane during post. Same idea for 180 VR video, but just one hemisphere instead. Click to see higher quality.

Ok Cool, I have VR Videos… Now what?

At this point, your videos are ready for post. I would consider everything up to this point dailies. Now it’s time to edit. All the usual editors we use daily can cut together these video files, but some are better suited than others. Premiere would be my first choice, with Mistika Boutique being a close second. In my workflow, I use both since the two tools have different strengths and weaknesses. Premiere has a clever feature that uses Steam VR and feeds your timeline to a headset. This is indispensable, in my opinion, for that instant feedback one needs while cutting and grading. VR is a different beast. Straight cuts, unless carefully planned out, can be very jarring if not nausea-inducing. Fades work well but are sort of the VR equivalent of “if you can’t solve it dissolve it.” Having all of these transitions live for evaluation and audition in the headset is what separates Premiere from the rest of the pack. SGO has recently released the ability for HMD review similar to Premiere, but I have yet to use the new feature. I will update this post once I take it out for a spin.

9/7/2023 Mistika update

So, I finally took Mistika’s HMD monitoring for a spin. It was super easy to set up. First, you download DEO VR player to your headset. Next, you click the HMD icon in Mistika. This will give an HTTP address with the ip of your machine. Type that into the address bar in DEO VR and ta-da. You end up with super steppy streaming VR video of your current environment.

It was OK to check geometry and color, but It would be hard to use for review. There are a couple of advantages to working this way, though. Multiple headsets are able to connect to the same stream. This is great when you have a room full of folks and everybody in their own headset. With Premiere, we pass the HMD around while everyone else views on the projector or stares at whoever is in the headset, patiently waiting for their turn. Another benefit is remote monitoring. You can technically serve out the ip of your local machine (this will probably need some port forwarding on your router and some VPN shenanigans) to the world. This means someone remote can connect, provided they are on the same network.

Pros

  • Easy setup

  • Multiple viewers at once

  • Remote viewing

  • Instant HMD feedback

Cons

  • Steppy playback

  • Needs a network-attached machine

  • Low resolution to maintain interactivity

Setting up your project

Premiere has a couple of dependencies to enable VR viewing. First, you need to install Steam VR. This is all you need if you are using a Windows Mixed Reality headset. You will need to install the Oculus software if you plan on using the Facebook offerings via Occulus link.

Now that your HMD is set up. Check out this blog post for step-by-step settings to get Premiere ready to edit VR. The settings are the same for 180VR. Just change the Horizontal Capture settings from 360 to 180.

Change “360” to 180 for VR180 editing.

Who’s Daniel and why do I care?

One downside about Premiere is the dreadfully slow rendering of HEVC files. Not to mention the 60mbps limitation. The Adobe dev team knows my feelings on the matter so hopefully, this will be fixed in a future update, but until then here is a crafty workaround. Cinegy is a company that makes a codec called daniel2. They have their own renderer. We don’t really care about their codec but we do like that their Cinegy HEVC render is way faster than Premiere’s native one. Here’s how to install it.

  • download and install

  • go to email and copy the license (it’s free but still needs to be licensed)

  • open the Cinegy license manager and paste the number

  • open a Premiere timeline and, press ctrl m for export, and check to see if Cinegy comes up as an export option.

  • set your bitrate and hit go. I would recommend a bitrate around 130mbps. This allows enough headroom for audio and will not have any issue playing back on the Oculus Quest 2.

The compromise of all this speed is what’s missing from the header of the video file. The file will be missing the flag that lets players know that it is a VR180 file. You can also use Resolve or Mistika for fast HEVC renders as an alternative to Daniel2. No matter how you get your HEVC file you will need to ensure the header is correct. More on this after we sync the audio.

Audio is not my world

I’m a picture guy. Some would even say a big picture guy ;) The one thing I know for sure is that when it comes to audio, I know when it sounds good, but I haven’t a clue on what it takes to get it there. But no more excuses! This is the year that I want to dig deeper. Check back in a few and I hope to update this section with the FB 360 Protools integration information. Until then, the audio is best left to the pros.

Spatial sound can come in different orders with better immersion the higher you go. First-order ambisonics has 4 channels. Second-order has 9, while Third-order files contain 16 tracks. Now it may seem that third order is the way to go, but in my experience, the difference between second-order and third-order isn’t that noticeable on the built-in headset speakers. Then again, I’m, a picture guy. Whatever sound you receive from your mix, you will need to sync it to your HEVC file.

We use the FaceBook 360 app to marry the picture to the spatial sound. The app has some dependencies to install before you can use it.

  1. Python - if you are like me you may have already had this one!

  2. FFMPEG - this link has a tutorial for installing on a Windows machine. Click “code” then “Download Zip.” Uncompress and copy to the FB360 directory

  3. GPAC - make sure you use the legacy 0.8.1 version. This stumped me for a bit the first time.

Now we can run FB360 The first step is to point to your video file. Then choose the right order of ambisonic audio and point to the wav file from the mix. There is also an option to load a standard “head locked” stereo audio track. This can be good for narration, music, or other types of audio that do not need to be assigned a spatial location.

Finally, we hit “Encode.”

It’s not a vaccine but it is an injection

Google VR 180 Creator can be downloaded here. You can’t even find this anymore but it’s super important. There are other options including the original source code for this app, but this little gizmo is by far the easiest way to inject the proper metadata into the header of your HEVC file. This lets players know it’s a side-by-side 180 VR file.

VR180 Creator

Click “Prepare for Publishing. Drag your video in. Set it to side by side and hit export. You will have a new video that has been “injected” with the correct metadata.

How do I view the final product?

Plugin your Oculus Quest into your computer and put it on. Click allow file transfer. Now take off the headset and go to your computer. It will show up as a USB drive. Navigate to the movies directory and simply drag your files across. Now you can unplug your Oculus. Go to Oculus TV/ my media and click your video. If everything was done correctly you are now in a stereo 180 world!

You can also upload to Facebook or Youtube for streaming distribution. Here are two links that contain the specs for both. As with all tech, I’m sure these will change as better headsets are released.

Thank you to the experts that have helped me along the way.

Hopefully, this helps navigate the murky waters of VR just a bit. I’m excited to see what you all create. A big thanks to Hugh Hou for making a ton of really informative videos. A tip of the cap to Tom Peligrini for bringing us all together and leading the charge. I also owe a debt of gratitude to David Raines, for not only introducing Hugh to me but also making sure our VR pictures have all the emotion and immersive sound one could ask for. There’s a pretty great team here at Warner PPCS.

As always, thanks for reading.

JD

Space Jam: A New Legacy - Multiple Worlds, Multiple Deliveries.

Hey Everybody! Space Jam: A New Legacy directed by Malcolm D. Lee is out today. I wanted to take a second to highlight the super slick color workflow which allowed us to work on multiple versions concurrently.

Capture

Space Jam: A New Legacy was masterfully lensed by Salvatore Totino. The two primary capture mediums were 35mm Kodak film and the entire lineup of Arri cameras, mainly the LF. The glass used was Zeiss Supremes and Master Primes. There were also a handful of scans from archival films which were used as plates for animation.

VFX

ILM was running point for the VFXs on this show. Grady Cofer and his team were a dream to work with. There is a reason ILM continues to be the best in class. The knowledge and expertise ILM employs is second to none. Early on Grady connected me with their head of color science, Matthias Scharfenberg. I thought I knew what I was doing when it comes to color science until I saw what Matthias had going on with CTL and Nuke. I learned a lot from our chats. He was super gracious in sending over his Nuke scripts which allowed me to build a Baselight transform that matched ILM’s pipeline. This insured a one-to-one representation of their stellar work.

Two Worlds, One Grade

The show can basically be broken down into two looks. In “Space Jam: A New Legacy” there is the real-world and the Warner Bros Serververse.

We chose an analog celluloid vibe for the real world. The Serververse has a super clean, very 1s and 0s look to it. Most of the real world is shot on film or is Arri Alexa utilizing film emulation curves paired with a grain treatment. Some sequences have a mix of the two. Let me know if you can tell which ones😉.

The look of the digital world changes depending on where the characters are in the Serververse. The base look of the Serververse is the vanilla ACES ODT with restricted primaries in the mid-tones complimented by exaggerating the saturation for highly saturated colors.

All the other looks are riffs off this base LMT with the exception of the library classics. These were graded to look like their existing masters and the new footage was matched in.

Multiple Deliverables, One Timeline

The challenge of this show, beyond the sheer number of VFX and moving parts, was the delivery schedule. The Post Supervisor Lisa Dennis asked to have the theatrical version and the HDR video versions delivered days apart. To hit the dates requested, I graded simultaneously in HDR and SDR. I did most of the heavy lifting in HDR PQ 1000nits. Then I trimmed at 14FL to ensure the reel was ready for filmmaker review. Poping back and forth between outputs was made possible by two great tools. Firstly, I used ACES 1.1 color management to normalize all the different sources into one grading space.

Secondly, I used Baselight’s “Bypass Categories” functionality to if/then the timeline. Basically, I had one timeline that would represent itself differently depending on the output selected. Different layers were toggled for different sources and outputs. The LMTs used often had SDR and HDR versions to further exacerbate the combinations. This was a critical hurdle to overcome and the Baselight gave me the tools to accomplish the organization of a very complicated timeline with ease.

Approvals

The Color sessions were supervised by Malcolm, Sal, and Bob Ducsay. We used Nevion and ClearView for remote sessions, but most of the work was done in-person on the lot here in Burbank. The Animated sequences were supervised by Spike Brandt and Devin Crane. These guys are animation heavyweights, so very cool to be in such good company for an animation nerd like me.

Most of the tweaking on the animation was for continuity fixing. A few of the shots we composited for final in the Baselight. This gave Devin and Spike a little extra creative freedom than a baked shot would have.

Reference for Tweety’s floor

After all the color decisions were made, Malcolm had his final pass and the masters were created. All deliverables from that point were sub-masters from the hero PQ deliverable. These included deliverables such as the Dolby Vision Theatrical version and 709 SDR version derived from the Dolby XML metadata.

Go See It!

Thanks for reading how the look of this candy-colored revival came together. Working on Space Jam was a wild ride. I had to tap into my background in photochemical film processing and knowledge of the latest digital grading techniques to create unique looks for all the different cinematic worlds visited. The film is a nostalgic love letter to the rich history and legacy of the Warner Bros. Studio. I couldn't be more proud of the Warner Color team, especially Leo Ferrini and Paul Lavoie. A big thanks to you guys! Putting this film together was a monumental task and I am ecstatic with end result. Check it out in theaters and on HBO Max today!

Recommendations for Home Color System

I have recently had a lot of inquiries about setting up a home color system. Even with the vaccines rolling out, I think coloring at home will stick around. There is no substitute for a full DI bay with best-in-class equipment, but this is some of the gear that I use when at home.

Color Correction Panels

These will vary based on the software used but here are the ones that I think give you the most bang for your buck when using Baselight, Resolve and others.

Filmlight Slate Panel for Baselight

Filmlight Slate Panel for Baselight

Filmlight Slate

Now I love my BlackBoard 2, but if desk real estate is at a premium the Slate is the next best thing. The great thing about this panel is it can double as a remote option for daylight when on set. The downside is this panel only works with Filmlight software.

BMD Micro Panel for Resolve

BMD Micro Panel for Resolve

Blackmagic Micro

I find that I use the mouse a lot more when working in Resolve. For that reason, I like the Micro panel more than the Mini. The Micro gives you just the basics, but the additional features the Mini has do not justify the premium paid. I think you are better off getting a Stream Deck and mapping the missing buttons to that. Controlling curves in Resolve is still best done with the mouse in my opinion. Just like the Filmlight offering, these panels only work with Resolve.

Tangent Elements Panel. Works with Mistika, Resolve, Flame, Lustre, Premiere, Scratch, Red Cine, Nucoda, Quantel

Tangent Elements Panel. Works with Mistika, Resolve, Flame, Lustre, Premiere, Scratch, Red Cine, Nucoda, Quantel

Tangent Elements

If you are like me then you probably use multiple software packages to complete your work. One great aspect of the Tangent Panels is that they work with many different types of software. An honorable mention goes out to the Ripple, especially if you are looking for a small footprint at an entry-level price.

Tangent Ripple Panel. Works with Mistika, Resolve, Flame, Lustre, Premiere, Scratch, Red Cine, Nucoda, Quantel

Tangent Ripple Panel. Works with Mistika, Resolve, Flame, Lustre, Premiere, Scratch, Red Cine, Nucoda, Quantel

Monitoring

Get a Sony X300 if you can find one and afford it. That said not everyone has 30k to invest in their home setup. The LG CX has one of the best price-to-performance ratios out there. You won’t be hitting 1000nits but the color can be calibrated to be extremely close to the x300. Thanks to Dado for making this video that has all manufacture codes to unlock this display’s true potential and a walkthrough on Calman calibration.

LG CX

LG CX

Sony X300

Sony X300

I’m also excited to test the new displays from LG display. The next-gen LG panels found in the Sony A90j and LG G1 can achieve over 1000 nits. I’m expecting the same colorimetry performance with increased brightness. I will let you know what my real-world measurements are once I get my hands on these.

I don’t do affiliate links and am not paid by any of the manufacturers listed here. I just wanted to let everyone know what I’m using these days in the home office. Let me know what you all are using and if you have any hacks that you find helpful. Thanks for reading!






Baselight Tips and Tricks

Hey everybody! Here is a video that Filmlight just released on their website. It’s a great series and I’m happy to have contributed my little bit. Let me know what you think.



VHS Shader

A show that I’m currently working on was asking about a VHS look. It made me think of a sequence I did a while ago for Keanu shot by Jas Shelton. In This sequence, we needed to add Keegan-Michael Key to the Faith music video by George Michael.


Often, as colorists, we are looking to make the image look the best it can. This was a fun sequence because stepping on an image to fit a creative mood or period is sometimes harder then making it shinny and beautiful. When done correctly (I’m looking at you Tim and Eric Awesome Show Great Job) it can be a very effective tool for storytelling.

We uprezed the Digibeta of the music video. I then used a custom shader to add the VHS distress to the Arri Alexa footage of Key. I mixed the shader in using opacity until it felt like it was a good match. Jas and I wanted to go farther, but we got some push back from the suits. I think in the end the sequence came out great and is one of my favorite parts of the film… and the gangster kitty of course! Please find the shader used below if you would like to play.

alllll awwwww Keanu!

alllll awwwww Keanu!


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Finishing Scoob!

Scoob!” is out today. Check out my work on the latest Warner Animation title. Here are some highlights and examples of how we pushed the envelope of what is possible in color today.

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Building the Look

ReelFX was the animation house tasked with bringing “Scoob!” from the boards to the screen. I had previously worked with them on “Rock Dog” so there was a bit of a shorthand already in place. I already had a working understanding of their pipeline and the capabilities of their team. When I came on-board, production was quite far along with the show look. Michael Kurinsky (Production Designer) had already been iterating through versions addressing lighting notes from Tony Cervone (Director) through a LUT that ReelFX had created. This was different from “Smallfoot” where I had been brought on during lighting and helped in the general look creation from a much earlier stage. The color pipeline for “Scoob!” was Linear Arri Wide Gamut EXR files -> Log C Wide Gamut working space ->Show LUT -> sRGB/709. Luckily for me, I would have recommended something very similar. One challenge was the LUT was only a forward transform with no inverse and only built for rec.709 primaries. We needed to recreate this look targeting P3 2.6 and ultimately rec.2020 PQ.

Transform Generation

Those of you that know me, know that I kind of hate LUTs. My preference is to use curves and functional math whenever possible. This is heavier on the GPUs but with today’s crop of ultra-fast processing cards, it hardly matters. So, my first step was to take ReelFX’s LUT and match the transform using curves. I went back and forth with Mike Fortner from ReelFX until we had an acceptable match.

My next task was to take our new functional forward transform and build an inverse. This is achieved by finding the delta from a 1.0 slope and multiplying that value by a -1. Inverse transforms are very necessary for today’s deliverable climate. For starters, you will often receive graphics, logos, and titles in display referred spaces such as P3 2.6 or rec.709. The inverse show LUT allows you to place these into your working space.

Curve and it’s inverse function

Curve and it’s inverse function

After the Inverse was built, I started to work on the additional color spaces I would be asked to deliver. This included the various forward transforms to p3 2.6 for theatrical, rec.2020 limited to P3 with a PQ curve for HDR, and rec.709 for web/marketing needs. I took all of these transforms and baked them into a family DRT. This is a feature in Baselight where the software will automatically use the correct transform based on your output. A lot of work up front, but a huge time saver on the back end; plus less margin for error since it is set programmatically.

Trailers First

The first piece that I colored with the team were the trailers. This was great since it afforded us the opportunity to start developing workflows that we would use on the feature.

My friend in the creative marketing world once said to me “I always feel like the trailer is used as the test.” That’s probably because the trailer is the first picture that anybody will see. You need to make sure it’s right before it’s released to the world.

Conform

Conform is one aspect of the project where we blazed new paths. It’s common to have 50 to 60 versions of a shot as it gets ever more refined and polished through the process. This doesn’t just happen in animation. Live-action shows with lots of VFX (read: photo-real animation) go through this same process.

We worked with Filmlight to develop a workflow where the version tracking was automated. In the past, you would need an editor to be re-conforming or hand dropping in shots as new versions came in. On “Scoob!”, a database was queried and the correct shot if available was automatically placed in the timeline. Otherwise, if not available, the machine would use the latest version delivered to keep us grading until the final arrives. This saves a huge amount of time (read: money).

Grading

Coloring for animation

I often hear, “It’s animation… doesn’t it come to you already correct?” Well, yes and no. What we do in the bay for animation shows is color enhancement; not color correction. Often, we are taking what was rendered and getting it that last mile to where the Director, Production Designer, and Art Director envisioned the image to be.

This includes windows and lighting tricks to direct the eye and enhance the story. Also, the use of secondaries to further stretch the distance between two complementary colors, effectively adding more color contrast. Speaking of contrast, it was very important to Tony, that we never were too crunchy. He always wanted to see into the blacks.

These were the primary considerations when coloring “Scoob!” Take what is there and make it work the best it can to promote the story the director is telling. Which takes me to my next tool and technique that was used extensively.

Deep Pixels and Depth Mattes

I’ve always said, if you want to know what we will be doing in color five years from now, look at what VFX is doing today. Five years ago in VFX deep pixels or voxels as they are sometimes referred, was all the rage. Today they are a standard part of any VFX or Animation pipeline. Often they are thrown away because color correctors either couldn’t use them or it was too cumbersome. Filmlight has recently developed tools that allow me to take color grading to a whole other dimension.


A standard pixel has 5 values R,G,B and XY. A Voxel has 6 values RGB and XYZ. Basically for each pixel in a frame, there is another value that describes where it is in space. This allows me to “select” a slice of the image to change or enhance.

This matte also works with my other 2D qualifiers turning my circles and squares into spheres and cubes. This allows for corrections like “more contrast but only to the foreground” or desaturate the character behind Scooby, but in front of Velma.


Using the depth mattes along with my other traditional qualifiers all but eliminated the need for standard alpha style mattes. This not only saves a ton of time in color since I’m only dealing with one matte but also generates savings in other departments. For example with fewer mattes, your EXR file size is substantially smaller, saving on data management costs. Additionally, on the vendor side, ReelFX only had to render one additional pass for color instead of a matte per character. Again, a huge saving of resources.

I’m super proud of what we were able to accomplish on “Scoob!” using this technique and I can’t wait to see what comes next as this becomes standard for VFX deliveries. A big thank you to ReelFX for being so accommodating to my mad scientist requests.

Corona Time

Luckily, we were done with the theatrical grade before the pandemic hit. Unfortunately, we were far from finished. We were still owed the last stragglers from ReelFX and had yet to start the HDR grade.

Remote Work

We proceeded to set up a series of remote options. First, we set up a calibrated display at Kurinsky’s house. Next, I upgraded my connection to my home color system to allow for faster upload speeds. A streaming session would have been best but we felt that would put too many folks in close contact since it does take a bit of setup. Instead, I rendered out high-quality Prores XQ files. Kurinsky would then give notes on the reels over Zoom or email. I would make changes, rinse and repeat. For HDR, Kurinsky and I worked off a pair of x300s. One monitor was set for 1000nit rec.2020 PQ and the other for the 100nit 709 Dolby trim pass. I also made H.265 files that would play off a thumb drive once plugged into an LG E-series OLED. Finally, Tony approved the 1.78 pan and scan in the same way.

I’m very impressed with how the whole team managed to not only complete this film but finish it to the highest standards under incredibly trying times. An extra big thank you to my right-hand man Leo Ferrini who was nothing but exceptional during this whole project. Also, my partner in crime, Paul Lavoie, whom I have worked with for over 20 years. Even though he was at home, it felt like he was right there with me. Another big thanks.

Check Out the Work

Check out the movie at the link below and tell me what you think.

https://www.scoob.movie/

https://www.scoob.movie/


Thanks for reading!

-John Daro

HDR - Flavors and Best Practices (Copy)

Better Pixels.

Over the last decade we have had a bit of a renaissance in imaging display technology. The jump from SD to HD was a huge bump in image quality. HD to 4k was another noticeable step in making better pictures, but had less of an impact from the previous SD to HD jump. Now we are starting to see 8k displays and workflows. Although this is great for very large screens, this jump has diminishing returns for smaller viewing environments. In my opinion, we are to the point where we do not need more pixels, but better ones. HDR or High Dynamic Range images along with wider color gamuts are allowing us to deliver that next major increase in image quality. HDR delivers better pixels!

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Stop… What is dynamic range?

When we talk about the dynamic range of a particular capture system, what we are referring to is the delta between the blackest shadow and the brightest highlight captured. This is measured in Stops typically with a light-meter. A Stop is a doubling or a halving of light. This power of 2 way of measuring light is perfect for its correlation to our eyes logarithmic nature. Your eyeballs never “clip” and a perfect HDR system shouldn’t either. The brighter we go the harder it becomes to see differences but we never hit a limit.

Unfortunately digital camera senors do not work in the same way as our eyeballs. Digital sensors have a linear response, a gamma of 1.0 and do clip. Most high-end cameras convert this linear signal to a logarithmic one for post manipulation.

lin_curve_anim_wide.gif

I was never a huge calculus buff but this one thought experiment has served me well over the years.

Say you are at one side of the room. How many steps will it take to get to the wall if each time you take a step, the step is half the distance of your last. This is the idea behind logarithmic curves.

Say you are at one side of the room. How many steps will it take to get to the wall if each time you take a step, the step is half the distance of your last. This is the idea behind logarithmic curves.

It will take an infinite number of steps to reach the wall, since we can always half the half.

It will take an infinite number of steps to reach the wall, since we can always half the half.

range_shift_ANIM.gif

Someday we will be able to account for every photon in a scene, but until that sensor is made we need to work within the confines of the range that can be captured

For example if the darkest part of a sampled image are the shadows and the brightest part is 8 stops brighter, that means we have a range of 8 stops for that image. The way we expose a sensor or a piece of celluloid changes based on a combination of factors. This includes aperture, exposure time and the general sensitivity of the imaging system. Depending on how you set these variables you can move the total range up or down in the scene.

Let’s say you had a scene range of 16 stops. This goes from the darkest shadow to direct hot sun. Our imaging device in this example can only handle 8 of the 16 present stops. We can shift the exposure to be weighted towards the shadows, the highlights, or the Goldilocks sweet spot in the middle. There is no right or wrong way to set this range. It just needs to yield the picture that helps to promote the story you are trying to tell in the shot. A 16bit EXR file can handle 32 stops of range. Much more than any capture system can deliver currently.

Latitude is how far you can recover a picture from over or under exposure. Often latitude is conflated with dynamic range. In rare cases they are the same but more often than not your latitude is less then the available dynamic range.

Film, the original HDR system.

Film from its creation always captured more information than could be printed. Contemporary stocks have a dynamic range of 12 stops. When you print that film you have to pick the best 8 stops to show via printing with more or less light. The extra dynamic range was there in the negative but was limited by the display technology.

Flash forward to our digital cameras today. Cameras form Arri, Red, Blackmagic, Sony all boast dynamic ranges over 13 stops. The challenge has always been the display environment. This is why we need to start thinking of cameras not as the image creators but more as the photon collectors for the scene at the time of capture. The image is then “mapped” to your display creatively.

Scene referred grading.

The problem has always been how do we fit 10 pounds of chicken into an 8 pound bag? In the past when working with these HDR camera negatives we were limited to the range of the display technology being used. The monitors and projectors before their HDR counterparts couldn’t “display” everything that was captured on set even though we had more information to show. We would color the image to look good on the device for which we were mastering. “Display Referred Grading,” as this is called, limits your range and bakes in the gamma of the display you are coloring on. This was fine when the only two mediums were SDR TV and theatrical digital projection. The difference between 2.4 video gamma and 2.6 theatrical gamma was small enough that you could make a master meant for one look good on the other with some simple gamma math. Today the deliverables and masters are numerous with many different display gammas required. So before we even start talking about HDR, our grading space needs to be “Scene Referred.” What this means is that once we have captured the data on set, we pass it through the rest of the pipeline non-destructively, maintaining the relationship to the original scene lighting conditions. “No pixels were harmed in the making of this major motion picture.” is a personal mantra of mine.

I’ll add the tone curve later.

There are many different ways of working scene-referred. the VFX industry has been working this way for decades. The key point is we need to have a processing space that is large enough to handle the camera data without hitting the boundaries i.e. clipping or crushing in any of the channels. This “bucket” also has to have enough samples (bit-depth) to be able to withstand aggressive transforms. 10-bits are not enough for HDR grading. We need to be working in a full 16-bit floating point.

This is a bit of an exaggeration, but it illustrates the point. Many believe that a 10 bit signal is sufficient enough for HDR. I think for color work 16 bit is necessary. This ensures we have enough steps to adequately describe our meat and potatoe…

This is a bit of an exaggeration, but it illustrates the point. Many believe that a 10 bit signal is sufficient enough for HDR. I think for color work 16 bit is necessary. This ensures we have enough steps to adequately describe our meat and potatoes part of the image in addition to the extra highlight data at the top half of the code values.

Bit-depth is like butter on bread. Not enough and you get gaps in your tonal gradients. We want a nice smooth spread on our waveforms.

Now that we have our non destructive working space we use transforms or LUTs to map to our displays for mastering. ACES is a good starting point for a working space and a set of standardized transforms, since it works scene referenced and is always non destructive if implemented properly. The gist of this workflow is that the sensor linearity of the original camera data has been retained. We are simply adding our display curve for our various different masters.

Stops measure scenes, Nits measure displays.

For measuring light on set we use stops. For displays we use a measurement unit called a nit. Nits are a measure of peak brightness not dynamic range. A nit is equal to 1 cd/m2. I’m not sure why there is two units with different nomenclature for the same measurement, but for displays we use the nit. Perhaps candelas per meter squared, was just too much of a mouthful. A typical SDR monitor has a brightness of 100 nits. A typical theatrical projector has a brightness of 48 nits. There is no set standard for what is considered HDR brightness. I consider anything over 600nits HDR. 1000nits or 10 times brighter than legacy SDR displays is what most HDR projects are mastered to. The Dolby Pulsar monitor is capable of displaying 4000 nits which is the highest achievable today. The PQ signal accommodates values up to 10,000 nits

The Sony x300 has a peak brightness of 1000 nits and is current gold standard for reference monitors.

The Sony x300 has a peak brightness of 1000 nits and is current gold standard for reference monitors.

The Dolby Pulsar is capable of 4000 nit peak white

The Dolby Pulsar is capable of 4000 nit peak white

P-What?

Rec2020 color primaries with a D65 white point

Rec2020 color primaries with a D65 white point

The most common scale to store HDR data is the PQ Electro-Optical Transfer Function. PQ stands for perceptual quantizer. the PQ EOTF was standardized when SMPTE published the transfer function as SMPTE ST 2084. The color primaries most often associated with PQ are rec2020. BT.2100 is used when you pair the two, PQ transfer function with rec2020 primaries and a D65 white point. This is similar to how the definition of BT.1886 is rec709 primaries with an implicit 2.4 gamma and a D65 white point. It is possible to have a PQ file with different primaries than rec2020. The most common variance would be P3 primaries with a D65 white point. Ok, sorry for the nerdy jargon but now we are all on the same page.



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HDR Flavors

There are four main HDR flavors in use currently. All of them use a logarithmic approach to retain the maxim amount of information in the highlights.

Dolby Vision

Dolby Vision is the most common flavor of HDR out in the field today. The system works in three parts. First you start with your master that has been graded using the PQ EOTF. Next you “analyse“ the shots in in your project to attach metadata about where the shadows, highlights and meat and potatoes of your image are sitting. This is considered layer 1 metadata. Next this metadata is used to inform the Content Mapping Unit or CMU how best to “convert” your picture to SDR and lower nit formats. The colorist can “override” this auto conversion using a trim that is then stored in layer 2 metadata commonly referred to as L2. The trims you can make include lift gamma gain and sat. In version 4.0 out now, Dolby has given us the tools to also have secondary controls for six vector hue and sat. Once all of these settings have been programmed they are exported into an XML sidecar file that travels with the original master. Using this metadata, a Dolby vision equipped display can use the trim information to tailor the presentation to accommodate the max nits it is capable of displaying on a frame by frame basis.

HDR 10

HDR 10 is the simplest of the PQ flavors. The grade is done using the PQ EOTF. Then the entire show is analysed. The average brightness and peak brightness are calculated. These two metadata points are called MaxCLL - Maximum Content Light Level and MaxFALL - Maximum Frame Average Light Level. Using these a down stream display can adjust the overall brightness of the program to accommodate the displays max brightness.

HDR 10+

HDR 10+ is similar to Dolby Vision in that you analyse your shots and can set a trim that travels in metadata per shot. The difference is you do not have any color controls. You can adjust points on a curve for a better tone map. These trims are exported as an XML file from your color corrector.

HLG

Hybrid log gamma is a logarithmic extension of the standard 2.4 gamma curve of legacy displays. The lower half of the code values use 2.4 gamma and the top half use log curve. Combing the legacy gamma with a log curve for the HDR highlights is what makes this a hybrid system. This version of HDR is backwards compatible with existing display and terrestrial broadcast distribution. There is no dynamic quantification of the signal. The display just shows as much of the signal as it can.

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Deliverables

Deliverables change from studio to studio. I will list the most common ones here that are on virtually every delivery instruction document. Depending on the studio, the names of these deliverables will change but the utility of them stays the same.

PQ 16-bit Tiffs

This is the primary HDR deliverable and derives some of the other masters on the list. These files typically have a D65 white point and are either Rec2020 or p3 limited inside of a Rec2020 container.

GAM

The Graded Archival Master has all of the color work baked in but does not have the any output transforms. This master can come in three flavors all of which are scene referred;

ACES AP0 - Linear gamma 1.0 with ACES primaries, sometimes called ACES prime.

Camera Log - The original camera log encoding with the camera’s native primaries. For example, for Alexa, this would be LogC Arri Wide Gamut.

Camera Linear - This flavor has the camera’s original primaries with a linear gamma 1.0

NAM

The non-graded assembly master is the equivalent of the VAM back in the day. It is just the edit with no color correction. This master needs to be delivered in the same flavor that your GAM was.

ProRes XQ

This is the highest quality ProRes. It can hold 12-bits per image channel and was built with HDR in mind.

Dolby XML

This XML file contains all of the analysis and trim decisions. For QC purposes it needs to be able to pass a check from Dolby’s own QC tool Metafier.

IMF

Inter-operable Master Format files can do a lot. For the scope of this article we are only going to touch on the HDR delivery side. The IMF is created from an MXF made from jpeg 2000s. The jp2k files typically come from the PQ tiff master. It is at this point that the XML file is married with picture to create one nice package for distribution.


Near Future

Currently we master for theatrical first for features. In the near future I see the “flippening” occurring. I would much rather spend the bulk of the grading time on the highest quality master rather than the 48nit limited range theatrical pass. I feel like you get a better SDR version by starting with the HDR since you have already corrected any contamination that might have been in the extreme shadows or highlights. Then you spend a few days “trimming” the theatrical SDR for the theaters. The DCP standard is in desperate need of a refresh. 250Mbps is not enough for HDR or high resolution masters. For the first time in film history you can get a better picture in your living room than most cinemas. This of course is changing and changing fast.

Sony and Samsung both have HDR cinema solutions that are poised to revolutionize the way we watch movies. Samsung has their 34 foot onyx system which is capable of 400nit theatrical exhibition. You can see a proof of concept model in action today if you live in the LA area. Check it out at the Pacific Theatres Winnetka in Chatsworth.

Sony has, in my opinion, the wining solution at the moment. They have a their CLED wall which is capable of delivering 800 nits in a theatrical setting. These types of displays open up possibilities for filmmakers to use a whole new type of cinematic language without sacrificing any of the legacy story telling devices we have used in the past.

For example, this would be the first time in the history of film where you could effect a physiologic change to the viewer. I have often thought about a shot I graded for The “Boxtrolls” where the main character, Eggs, comes out from a whole life spent in the sewers. I cheated an effect where the viewers eyes were adjusting to a overly bright world. To achieve this I cranked the brightness and blurred the image slightly . I faded this adjustment off over many shots until your eye “adjusted” back to normal. The theatrical grade was done at 48nits. At this light level, even at it’s brightest the human eye is not iris’ed down at all, but what if I had more range at my disposal. Today I would crank that shot until it made the audiences irises close down. Then over the next few shots the audience would adjust back to the “new brighter scene and it would appear normal. That initial shock would be similar to the real world shock of coming from a dark environment to a bright one.

Another such example that I would like to revisit is the myth of “L’Arrivée d’un train en gare de La Ciotat. In this early Lumière picture a train pulls into a station. The urban legend is that this film had audiences jumping out of their seats and ducking for cover as the train comes hurling towards them. Imagine if we set up the same shot today but in a dark tunnel. We could make the head light so bright in HDR that coupled with the sound of a rushing train would cause most viewers, at the very least, to look away as it rushes past. A 1000 nit peak after your eyes have been acclimated to the dark can appear shockingly bright.

I’m excited for these and other examples yet to be created by filmmakers exploring this new medium. Here’s to better pixels and constantly progressing the art and science of moving images!

Please leave a comment below if there are points you disagree with or have any differing views on the topics discussed here.

Thanks for reading,

John Daro