trt_pose
trt_pose_hand
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| trt_pose | trt_pose_hand | |
|---|---|---|
| 3 | 2 | |
| 921 | 181 | |
| 0.0% | 0.0% | |
| 0.0 | 0.0 | |
| over 1 year ago | about 3 years ago | |
| Python | Jupyter Notebook | |
| MIT License | MIT License |
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trt_pose
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[P] Football Player 3D Pose Estimation using YOLOv7
You can try trt_pose rather than YOLO. It's super fast. I am also doing 3D pose estimation, and with trt_pose I get the 2D at more than 100fps. https://github.com/NVIDIA-AI-IOT/trt_pose
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How to setup gesture recognition on the Nano?
I just followed the setup instructions for TRT_pose and then TRT_pose_hand and it was working great for me! You will need to follow these steps first to get TRT_pose on your device.
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How to use the Nano and openpose to detect the humans bodies inside footages for removing the colors that don't belong to them
I think you are looking for trt_pose, available here: https://github.com/NVIDIA-AI-IOT/trt_pose. I think this is the best library for real time pose tracking for the nano.
trt_pose_hand
- Substitue for ipywidget in .py script
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How to setup gesture recognition on the Nano?
If you haven't checked this out yet, I recommend at least getting it working and seeing how this project converts a model into TRT format for fast inference on the Nano. https://github.com/NVIDIA-AI-IOT/trt_pose_hand
What are some alternatives?
lightweight-human-pose-estimation.pytorch - Fast and accurate human pose estimation in PyTorch. Contains implementation of "Real-time 2D Multi-Person Pose Estimation on CPU: Lightweight OpenPose" paper.
jetson-inference - Hello AI World guide to deploying deep-learning inference networks and deep vision primitives with TensorRT and NVIDIA Jetson.
U-2-Net - The code for our newly accepted paper in Pattern Recognition 2020: "U^2-Net: Going Deeper with Nested U-Structure for Salient Object Detection."
LoFTR - Code for "LoFTR: Detector-Free Local Feature Matching with Transformers", CVPR 2021, T-PAMI 2022
torch2trt - An easy to use PyTorch to TensorRT converter
Real-time-GesRec - Real-time Hand Gesture Recognition with PyTorch on EgoGesture, NvGesture, Jester, Kinetics and UCF101
yolov5-deepsort-tensorrt - A c++ implementation of yolov5 and deepsort
yolo_tracking - BoxMOT: pluggable SOTA tracking modules for segmentation, object detection and pose estimation models
jetson - Self-driving AI toy car 🤖🚗.
CSI-Camera - Simple example of using a CSI-Camera (like the Raspberry Pi Version 2 camera) with the NVIDIA Jetson Developer Kit
jetson_stats - 📊 Simple package for monitoring and control your NVIDIA Jetson [Orin, Xavier, Nano, TX] series