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Top 23 Python Tensorrt Projects
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YOLOX
YOLOX is a high-performance anchor-free YOLO, exceeding yolov3~v5 with MegEngine, ONNX, TensorRT, ncnn, and OpenVINO supported. Documentation: https://yolox.readthedocs.io/
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yolo_tracking
BoxMOT: pluggable SOTA tracking modules for segmentation, object detection and pose estimation models
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Scout Monitoring
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yolov7_d2
π₯π₯π₯π₯ (Earlier YOLOv7 not official one) YOLO with Transformers and Instance Segmentation, with TensorRT acceleration! π₯π₯π₯
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tensorflow-yolov4-tflite
YOLOv4, YOLOv4-tiny, YOLOv3, YOLOv3-tiny Implemented in Tensorflow 2.0, Android. Convert YOLO v4 .weights tensorflow, tensorrt and tflite
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InfluxDB
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yolov5-face
YOLO5Face: Why Reinventing a Face Detector (https://arxiv.org/abs/2105.12931) ECCV Workshops 2022)
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GenerativeAIExamples
Generative AI reference workflows optimized for accelerated infrastructure and microservice architecture.
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inference
A fast, easy-to-use, production-ready inference server for computer vision supporting deployment of many popular model architectures and fine-tuned models. (by roboflow)
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yolov4-custom-functions
A Wide Range of Custom Functions for YOLOv4, YOLOv4-tiny, YOLOv3, and YOLOv3-tiny Implemented in TensorFlow, TFLite, and TensorRT.
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tflite2tensorflow
Discontinued Generate saved_model, tfjs, tf-trt, EdgeTPU, CoreML, quantized tflite, ONNX, OpenVINO, Myriad Inference Engine blob and .pb from .tflite. Support for building environments with Docker. It is possible to directly access the host PC GUI and the camera to verify the operation. NVIDIA GPU (dGPU) support. Intel iHD GPU (iGPU) support. Supports inverse quantization of INT8 quantization model.
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jetson-voice
ASR/NLP/TTS deep learning inference library for NVIDIA Jetson using PyTorch and TensorRT
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ComfyUI-Depth-Anything-Tensorrt
ComfyUI Depth Anything Tensorrt Custom Node (up to 5x faster), licensed under CC BY-NC-SA 4.0
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
Project mention: [D] Object detection models that can be easily converted to CoreML | /r/MachineLearning | 2023-07-25
Great question! I work for a computer vision company (Roboflow) and have seen computer vision used for everything from accident prevention on critical infrastructure to identifying defects on vehicle parts to detecting trading cards for use in video game applications.
Drawing bounding boxes is a common end point for demos, but for businesses using computer vision there is an entire world after that: on device deployment. This can be on devices like an NVIDIA Jetson (a very common choice), to Raspberry Pis to central CUDA GPU servers for processing large volumes of data (maybe connected to cameras over RTSP).
Note: There are many models that are faster and perform better than YOLOv5 (i.e. YOLOv8, YOLOv10, PaliGemma). Roboflow Inference that our ML team maintains has various guides on deploying models to the edge: https://inference.roboflow.com/#inference-pipeline
Website: https://savant-ai.io/
Project mention: What's your experience witch watching movies/animes on 1440P | /r/Monitors | 2023-07-07Anime is very blurry when upscaled on 1440p, given that anime isn't even native 1080p to begin with. I found a good solution tho. There is a really great anime upscaler called 2x Animejanai V2.
I've had some trouble running them on a regular Jetson nano. Specifically https://github.com/dusty-nv/jetson-voice. Has anyone tried them with Orin Nano?
Project mention: Revolutionize Your FPS Experience with AI: Introducing the YOLOv8 Aimbot π₯ | /r/computervision | 2023-12-08This isn't just another aimbot; it's a next-level, AI-driven aiming assistant powered by cutting-edge computer vision technology. It uses the YOLOv8 model to pinpoint and track enemies with unerring accuracy. Ready to see it in action? Check this out! π YOLOv8 Aimbot in Action!
Project mention: Show HN: 5x faster depth map generation using tensorrt inside comfyui | news.ycombinator.com | 2024-06-01
Python Tensorrt related posts
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[D] Object detection models that can be easily converted to CoreML
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π πRadiata TensorRT WebUI β‘ποΈπ¨
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π πRadiata Stable Diffusion with TensorRT WebUIποΈπ¨
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A1111 just added support for TensorRT for webui as an extension!
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Learning Exchange, lets training YoloX
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Understanding heatmaps
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TensorRT txt2img GUI: 20 to 30% speed boost
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A note from our sponsor - InfluxDB
www.influxdata.com | 5 Jun 2024
Index
What are some of the best open-source Tensorrt projects in Python? This list will help you:
Project | Stars | |
---|---|---|
1 | YOLOX | 9,076 |
2 | yolo_tracking | 6,270 |
3 | torch2trt | 4,432 |
4 | yolov7_d2 | 3,130 |
5 | mmdeploy | 2,567 |
6 | TensorRT | 2,373 |
7 | tensorflow-yolov4-tflite | 2,228 |
8 | yolov5-face | 1,973 |
9 | tensorrt_demos | 1,720 |
10 | GenerativeAIExamples | 1,652 |
11 | FastMOT | 1,095 |
12 | inference | 1,089 |
13 | Radiata | 982 |
14 | trt_pose | 948 |
15 | yolov4-custom-functions | 596 |
16 | Savant | 499 |
17 | Sparsebit | 321 |
18 | mpv-upscale-2x_animejanai | 277 |
19 | tflite2tensorflow | 257 |
20 | jetson-voice | 169 |
21 | yolov8_aimbot | 186 |
22 | opti_models | 55 |
23 | ComfyUI-Depth-Anything-Tensorrt | 51 |