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Best Open Source image classification Libraries

A curated list of the most popular GitHub repositories tagged with image classification. Select any project to visualize its architecture and dive into the codebase using RepoMind's AI engine.

#1ultralytics/ultralytics

Ultralytics YOLO 🚀

53,470Python
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#2huggingface/pytorch-image-models

The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNetV4, MobileNet-V3 & V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more

36,386Python
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#3HumanSignal/label-studio

Label Studio is a multi-type data labeling and annotation tool with standardized output format

26,476TypeScript
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#4HumanSignal/labelImg

LabelImg is now part of the Label Studio community. The popular image annotation tool created by Tzutalin is no longer actively being developed, but you can check out Label Studio, the open source data labeling tool for images, text, hypertext, audio, video and time-series data.

24,797Python
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#5chenyuntc/pytorch-book

PyTorch tutorials and fun projects including neural talk, neural style, poem writing, anime generation (《深度学习框架PyTorch：入门与实战》)

12,815Jupyter Notebook
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#6jacobgil/pytorch-grad-cam

Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.

12,621Python
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#7extreme-assistant/CVPR2024-Paper-Code-Interpretation

cvpr2024/cvpr2023/cvpr2022/cvpr2021/cvpr2020/cvpr2019/cvpr2018/cvpr2017 论文/代码/解读/直播合集，极市团队整理

12,507
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#8microsoft/computervision-recipes

Best Practices, code samples, and documentation for Computer Vision.

9,827Jupyter Notebook
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#9OpenGVLab/InternVL

[CVPR 2024 Oral] InternVL Family: A Pioneering Open-Source Alternative to GPT-4o. 接近GPT-4o表现的开源多模态对话模型

9,817Python
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#10roboflow/notebooks

A collection of tutorials on state-of-the-art computer vision models and techniques. Explore everything from foundational architectures like ResNet to cutting-edge models like RF-DETR, YOLO11, SAM 3, and Qwen3-VL.

9,194Jupyter Notebook
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#11NirantK/awesome-project-ideas

Curated list of Machine Learning, NLP, Vision, Recommender Systems Project Ideas

8,942
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