Trying out realtime video-to-depth on an iPhone 15 using... Depth Anything V2.show more

improving my 3D hand tracking template by adding depth-anything-v2... using mediapipe for X/Y movement and depth-anything for Z movement here i'm controlling a threejs scene in realtime with input from a single webcamshow more

in case you forgot: depth of field works in... realtime on the web #threejsshow more

VFX using iPhone LiDAR. The great thing about DoF... particles is that they easily add a sense of depth to the effects.show more

Trying out our WebGL-based NeRF tech on iridescent materials... at the Kelvingrove – this is running realtime and interactively on an iPhone! You can play with it yourself hereshow more

Wasn't easy to make him focus on work. Since... this is audio-to-video, he would start dancing to the music like he's the star of an iPhone ad. Had to use "human motion transfer". Anything else like "depth transfer", "canny transfer", my man would jump right into the dance routineshow more

Neat realtime VFX trick by TUATARA : combine depth... masking with bump offset to project sprites onto geometry while preserving scene depth. Great for fake lighting, UI indicators, hit impacts, and damage overlays—simple idea, tons of mileage. #realtimeVFX #UnrealEngineshow more

This is how a river depth is measured using... an aircraft and a laser beam. The bathymetric LiDAR can measure depths upto 40m with a accuracy of about 15 cmshow more

Doesn't look like the super low-res depth maps from... the iPhone Pro's LiDAR sensor would be too useful as supervision (or sanity check) for recent monocular depth estimators.show more

Google just revealed an ABSOLUTE depth estimation model 🤯... As opposed to recent depth models (Marigold, PatchFusion) which aim for maximum details, DMD aims to estimate the ABSOLUTE depth (in meters) within the image More details below ⬇️⬇️show more

BIG NEWS. Blender 4.1 has realtime multipass of the... Zdepth - meaning you can now viewport composite with depth in realtime! Exciting time. And.. it happenstance will also be in Bforaritsts 4.0.1.show more

ambient scan experimenting with video depth map

Depth Any Video with Scalable Synthetic Data AI physicists... and chemists continue to make strides in depth estimation from video. Check out this new paper featuring some impressive examples. See the thread for more details (unfortunately no code yet). Abstract: Video depth estimation has long been hindered by the scarcity of consistent and scalable ground truth data, leading to inconsistent and unreliable results. In this paper, we introduce Depth Any Video, a model that tackles the challenge through two key innovations. First, we develop a scalable synthetic data pipeline, capturing real-time video depth data from diverse game environments, yielding 40,000 video clips of 5-second duration, each with precise depth annotations. Second, we leverage the powerful priors of generative video diffusion models to handle real-world videos effectively, integrating advanced techniques such as rotary position encoding and flow matching to further enhance flexibility and efficiency. Unlike previous models, which are limited to fixed-length video sequences, our approach introduces a novel mixed-duration training strategy that handles videos of varying lengths and performs robustly across different frame rates 0 - even on single frames. At inference, we propose a depth interpolation method that enables our model to infer high-resolution video depth across sequences of up to 150 frames. Our model outperforms all previous generative depth models in terms of spatial accuracy and temporal consistency.show more

Introducing 🛹 RollingDepth 🛹 — a universal monocular depth... estimator for arbitrarily long videos! Our paper, “Video Depth without Video Models,” delivers exactly that, setting new standards in temporal consistency. Check out more details in the thread 🧵show more

Handbrake Off song choice for tomorrow locked in. Shout... out to squad depthshow more

Retro v2: an *updated* iPod Classic experience for iPhone... 🎵 TestFlight: Feel free to come on in if you’ve got Spotify :)show more

Video diffusion models are just overqualified depth estimators! Deterministic... single-pass depth estimation based on WanV2.1. - SOTA 5.5 AbsRel on ScanNet - data-efficient than baselines; - no temporal flicker + infinite-length estimation w/ zero scale drift.show more

Olivia Rodrigo’s anthemic music video for “get him back!”... shot entirely on the new iPhone 15 Pro using features like Pro Res 4K Log and USB-C external drive compatibility. And 5x zoom on iPhone 15 Pro Max. Available for pre-order 9/15.show more

"I am excited to share an in-depth look at... the making of the Abracadabra video with you, coming tomorrow. " - Lady Gaga via Instagramshow more