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Yu Xiang

@YuXiang_IRVL • 6,038 subscribers

I do research in robotics and computer vision @IRVLUTD, Ex- research scientist @NVIDIA, postdoc @uwcse and @StanfordCS, phd @UMich, all views my own.

Shorts

Temporal and spatial alignment between glove and camera data. It is not an easy task, but it’s coming together. Human data for robots. #Robotics

Temporal and spatial alignment between glove and camera data. It is not an easy task, but it’s coming together. Human data for robots. #Robotics

50,151 Aufrufe

Left: raw depth from the OAK-D Pro W camera Right: depth from FoundationStereo

Left: raw depth from the OAK-D Pro W camera Right: depth from FoundationStereo

32,598 Aufrufe

If you are interested in ego-centric data capture, no need to get a headset or smart glasses. Get a $10 head strap mount and put one of these cameras on it. You get RGB, stereo, depth, 3D point clouds, and camera trajectory. Visualization powered by Rerun. Pretty cool!

If you are interested in ego-centric data capture, no need to get a headset or smart glasses. Get a $10 head strap mount and put one of these cameras on it. You get RGB, stereo, depth, 3D point clouds, and camera trajectory. Visualization powered by Rerun. Pretty cool!

29,882 Aufrufe

Occlusion is still a challenge for SAM2. Video object segmentation is not solved yet

Occlusion is still a challenge for SAM2. Video object segmentation is not solved yet

53,676 Aufrufe

Excited to share that we contributed our SceneReplica work into ManipulationNet as a task for Grasping in Clutter! ManipulationNet is a community effort for benchmarking in robotics. Evaluate your grasping algorithms or policies here:

Excited to share that we contributed our SceneReplica work into ManipulationNet as a task for Grasping in Clutter! ManipulationNet is a community effort for benchmarking in robotics. Evaluate your grasping algorithms or policies here:

18,936 Aufrufe

🤖Why is robot manipulation still an open challenge? This video shows a kitting task -- packing multiple items into a single product. No robot today can do this autonomously. Big challenges = big opportunities for research and industry. #robotics #manipulation #automation

🤖Why is robot manipulation still an open challenge? This video shows a kitting task -- packing multiple items into a single product. No robot today can do this autonomously. Big challenges = big opportunities for research and industry. #robotics #manipulation #automation

21,222 Aufrufe

Videos

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Successfully running Ultralytics YOLOv8 on a Jetson Nano with an IMX219 camera. Real-time vision on the edge.

Successfully running Ultralytics YOLOv8 on a Jetson Nano with an IMX219 camera. Real-time vision on the edge.

193,425 Aufrufe • vor 5 Monaten

Our students are presenting their robotics projects this week! I’ll be sharing some of the coolest ones over the next few days. The first one is a dancing SO-101😄Turn on your volume, there’s music! #Robotics

Our students are presenting their robotics projects this week! I’ll be sharing some of the coolest ones over the next few days. The first one is a dancing SO-101😄Turn on your volume, there’s music! #Robotics

108,996 Aufrufe • vor 5 Monaten

If you’re considering a stereo camera for Jetson, I tested a ZED Mini Stereo camera. It’s about $400 (vs. $250 for Jetson Orin Nano), and Stereolabs says current lead time is 6 weeks. I ended up ordering from a third-party seller.

If you’re considering a stereo camera for Jetson, I tested a ZED Mini Stereo camera. It’s about $400 (vs. $250 for Jetson Orin Nano), and Stereolabs says current lead time is 6 weeks. I ended up ordering from a third-party seller.

92,642 Aufrufe • vor 5 Monaten

I am really impressed by how easy Spectacular AI makes visual-inertial odometry with an OAK camera. Just "pip install spectacularAI" and run a Python script. Running VIO/SLAM used to be much harder in my opinion.

I am really impressed by how easy Spectacular AI makes visual-inertial odometry with an OAK camera. Just "pip install spectacularAI" and run a Python script. Running VIO/SLAM used to be much harder in my opinion.

70,450 Aufrufe • vor 4 Monaten

Handed out 21 NVIDIA Jetson Orin Nano kits to students today. I did not realize downloading the JetPack 6.2 image would take so long. Most of the time was spent just downloading or copying the image file😅Only a few teams managed to get the system set up today.

Handed out 21 NVIDIA Jetson Orin Nano kits to students today. I did not realize downloading the JetPack 6.2 image would take so long. Most of the time was spent just downloading or copying the image file😅Only a few teams managed to get the system set up today.

50,453 Aufrufe • vor 3 Monaten

We noticed that DINOv3 was surprisingly strong at matching object features. This inspired L2G (Local Matches to Global Masks). With a few reference images, a robot can search a room for the target object. 🔗 Project: 💻 Code:

We noticed that DINOv3 was surprisingly strong at matching object features. This inspired L2G (Local Matches to Global Masks). With a few reference images, a robot can search a room for the target object. 🔗 Project: 💻 Code:

26,606 Aufrufe • vor 2 Monaten

From egocentric glove data to a MANO hand model, replayed in Rerun.

From egocentric glove data to a MANO hand model, replayed in Rerun.

39,229 Aufrufe • vor 4 Monaten

We Luis Felipe Casas have successfully deployed an in-hand manipulation policy to the LEAP hand following RL training in MuJoCo Playground. Sim-to-real isn’t as straightforward as it seems. Policy design and real-world tuning matter. Working on improving the policy further.

We Luis Felipe Casas have successfully deployed an in-hand manipulation policy to the LEAP hand following RL training in MuJoCo Playground. Sim-to-real isn’t as straightforward as it seems. Policy design and real-world tuning matter. Working on improving the policy further.

10,962 Aufrufe • vor 1 Monat

Introducing HO-Cap: A Capture System and Dataset for 3D Reconstruction and Pose Tracking of Hand-Object Interaction. We built a multi-camera system and a semi-automatic method for annotating the shape and pose of hands and objects Project page:

Introducing HO-Cap: A Capture System and Dataset for 3D Reconstruction and Pose Tracking of Hand-Object Interaction. We built a multi-camera system and a semi-automatic method for annotating the shape and pose of hands and objects Project page:

57,228 Aufrufe • vor 1 Jahr

Big day in class today! With Luis Felipe Casas, we brought 14 SO-101 arms for students to assemble and take home for projects UT Dallas. Excited to see what they create by semester’s end! 🤖

Big day in class today! With Luis Felipe Casas, we brought 14 SO-101 arms for students to assemble and take home for projects UT Dallas. Excited to see what they create by semester’s end! 🤖

32,807 Aufrufe • vor 8 Monaten

We can replay the HO-Cap data in #IsaacSim No physics enabled. It is setting the poses of hands and objects according to our annotations

We can replay the HO-Cap data in #IsaacSim No physics enabled. It is setting the poses of hands and objects according to our annotations

41,550 Aufrufe • vor 1 Jahr

I was preparing a video to introduce our lab Intelligent Robotics and Vision Lab @ UTDallas for a meeting. Happy to share the video here! We are looking forward to collaborating with both academia and industry. Please feel free to reach out

I was preparing a video to introduce our lab Intelligent Robotics and Vision Lab @ UTDallas for a meeting. Happy to share the video here! We are looking forward to collaborating with both academia and industry. Please feel free to reach out

37,012 Aufrufe • vor 1 Jahr

Dobot Dobot Robotics visited us today and showcased their 6-legged robot dog at The Jonsson School at UT Dallas!

Dobot Dobot Robotics visited us today and showcased their 6-legged robot dog at The Jonsson School at UT Dallas!

18,502 Aufrufe • vor 6 Monaten

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