AnyDepth: Lightweight zero-shot monocular depth estimation; surpasses DPT; -... nicely preserves detail.show more

Spent some time this week playing with depth estimation... models. Monocular depth estimation has come a long way, but in terms of metric accuracy and geometric consistency, stereo depth still has it beat by a wide margin. DepthPro (mono) vs FoundationStereo (stereo)show more

Introducing Depth Estimation with NVIDIA’s FoundationStereo—a new open tutorial... and codebase for metric depth sensing using Project Aria Gen 2 devices. ⚡️ Real-time ready (20 FPS) 🤖 Zero-shot generalization ⚡️Stereo image rectification and disparity estimation 🔓 Open Source Check out the code and tutorial: 🔌Chris Sweeneyshow more

Introducing ⇆ Marigold-DC — our training-free zero-shot approach to... monocular Depth Completion with guided diffusion! If you have ever wondered how else a long denoising diffusion schedule can be useful, we have an answer for you! Details 🧵show more

Gave a robot 3D vision with just a regular... camera👁️ Full Tutorial: Deployed #Depth Anything V3​ on NVIDIA Robotics Jetson AGX Orin. It estimates depth from 2D images in real-time—no special sensors needed. Just need #Monocular depth estimation + #TensorRT​ optimization + #ROS2​ integration. 👉 Learn more about reComputer Robotics J5011: #TheAIHardwarePartnershow more

Monocular pose estimation has gotten really good Grab any... 2D video and transfer the performance to a 3D charactershow more

Discover the right 3D Geometric Foundation Model for your... task—whether it’s stereo matching, multi-view depth estimation, video depth, pose estimation, semantic understanding, or novel view synthesis. Explore more insights in our #E3DBench #FoundationModel #3D #GaussianSplatting. Project Webpage:show 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

🤔Applying Depth Estimation models directly to videos can result... in inconsistency between frames. 💪Well, not anymore. 🔥ChronoDepth is a new approach to video depth estimation that focuses on achieving both accuracy within each frame and consistency across frames. 📜More👇show more

Eye Detail – enhancing eye contour - adding depth

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

One more turn with this #AR: added underwater transition.... All real-time, based on #ML scene depth estimation. Built in Effect House.show more

Well... I hope his shot turned out nicely 😅

Revisiting this game a few months later: (i) It's... pretty impressive that general-purpose image generators can estimate meaningful depth from a single photo. (ii) Monocular depth remains pretty awful for 3D reconstruction! Here Gemini > GPT > Qwen. (At least I hope so!…🫣)show more

This is detail nuance with Ray3. Fine textures, intricate... patterns, and subtle features hold together in motion. Micro actions, granular attributes and precise shifts animate naturally flow. High fidelity preserves across every frame, ensuring clarity in every small detail.show more

Crisp!🎙️ Mic Air catches every detail (shot by wasaijiuduile)

I added a node to my custom node that... converts the depth image to a normal map! This is useful for 2D-style images where Normals Estimation doesn't work well.show more

That shot makes ZERO sense.

iShowSpeed got dropped by a liver shot from the... #6 ranked Lightweight in the UFC, Dan Hookershow more

the episode before this has a nicely shot little... sequence which caught me off guardshow more

Ni-ki’s One in A Billion in Japanese just hits... different. His voice has matured so nicely and sounds so full of depth.show more