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image-classification

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ultralytics

ultralytics / ultralytics

Star 63.3k

Ultralytics YOLO27, YOLO26, YOLO11, YOLOv8 — object detection, instance segmentation, semantic segmentation, image classification, pose estimation, object tracking

python tracking machine-learning computer-vision deep-learning pytorch yolo image-classification object-detection object-tracking semantic-segmentation pose-estimation instance-segmentation ultralytics rotated-object-detection yolov8 segment-anything yolo11 yolo26 yolo27
  • Updated Nov 12, 2026
  • Python
yolov5

ultralytics / yolov5

Star 58.3k

Ultralytics YOLOv5 in PyTorch for object detection, instance segmentation, classification, training, and export.

computer-vision deep-learning inference pytorch yolo image-classification object-detection tensorrt instance-segmentation model-training coreml onnx model-export tflite yolov5 ultralytics
  • Updated Nov 7, 2026
  • Python

huggingface / pytorch-image-models

Star 37.3k

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

optimizer pytorch imagenet image-classification resnet pretrained-models mixnet pretrained-weights distributed-training mobilenet-v2 mobile-deep-learning mobilenetv3 efficientnet augmix randaugment nfnets normalization-free-training vision-transformer-models convnext maxvit
  • Updated Nov 7, 2026
  • Python
label-studio

HumanSignal / label-studio

Star 28.7k

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

computer-vision deep-learning image-annotation annotation annotations dataset yolo image-classification labeling datasets semantic-segmentation annotation-tool text-annotation boundingbox image-labeling labeling-tool mlops image-labelling-tool data-labeling label-studio
  • Updated Nov 12, 2026
  • TypeScript

lucidrains / vit-pytorch

Star 25.6k

Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch

computer-vision transformers artificial-intelligence image-classification attention-mechanism
  • Updated Nov 7, 2026
  • Python

HumanSignal / labelImg

Star 25k

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.

recognition tools deep-learning detection annotations python3 imagenet image-classification python2
  • Updated Jun 7, 2024
  • Python
cvat

cvat-ai / cvat

Star 17.1k

CVAT is a leading data annotation platform for image, video, audio, and 3D datasets. It offers open-source, cloud, and enterprise products, as well as labeling services, with AI-assisted labeling, quality assurance, team collaboration, analytics, and developer APIs.

computer-vision image-annotation annotation video-annotation annotations dataset yolo image-classification object-detection labeling semantic-segmentation annotation-tool boundingbox image-labeling labeling-tool computer-vision-annotation image-labelling-tool audio-annotation-tool audio-transcription audio-annotation
  • Updated Nov 12, 2026
  • Python

microsoft / Swin-Transformer

Star 16.1k

This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".

imagenet image-classification object-detection semantic-segmentation mscoco mask-rcnn ade20k swin-transformer
  • Updated Jul 24, 2024
  • Python
albumentations

albumentations-team / albumentations

Sponsor
Star 15.3k

Fast and flexible image augmentation library. Paper about the library: https://www.mdpi.com/2078-2489/11/2/125

python machine-learning deep-learning detection image-processing image-classification segmentation object-detection image-segmentation image-augmentation augmentation fast-augmentations
  • Updated Jun 25, 2025
  • Python

jacobgil / pytorch-grad-cam

Star 13k

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

machine-learning computer-vision deep-learning grad-cam pytorch image-classification object-detection visualizations interpretability class-activation-maps interpretable-deep-learning interpretable-ai explainable-ai explainable-ml xai score-cam vision-transformers
  • Updated Nov 1, 2026
  • Python

chenyuntc / pytorch-book

Star 12.9k

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》)

deep-learning jupyter-notebook nn pytorch autograd caption gan image-classification tensorboard tensor neural-style visdom pytorch-tutorials pytorch-tutorials-cn charrnn neuraltalk
  • Updated Dec 24, 2023
  • Jupyter Notebook

extreme-assistant / CVPR2024-Paper-Code-Interpretation

Star 12.5k

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

machine-learning computer-vision deep-learning image-classification object-detection papers image-segmentation cvpr2019 cvpr2020 cvpr2021 cvpr2022
  • Updated Apr 25, 2024
fiftyone

voxel51 / fiftyone

Star 11.3k

Refine high-quality datasets and visual AI models

visualization python data-science machine-learning computer-vision deep-learning artificial-intelligence developer-tools image-classification object-detection data-cleaning active-learning data-quality data-curation unstructured-data vector-search data-centric-ai
  • Updated Nov 12, 2026
  • TypeScript

CVHub520 / X-AnyLabeling

Sponsor
Star 11k

X-AnyLabeling: A lightweight, efficient, and unified cross-platform desktop application for annotating text, image, video, point cloud and multimodal data, combining versatile built-in tools with state-of-the-art AI models and flexible multi-format export.

machine-learning ocr ai computer-vision deep-learning point-cloud sam yolo image-classification object-detection pose-estimation paddlepaddle instance-segmentation image-matting image-labeling-tool onnxruntime image-annotation-tool rotated-object-detection vision-language-model groundingdino
  • Updated Nov 8, 2026
  • Python
techniques

satellite-image-deep-learning / techniques

Star 10.3k

Techniques for deep learning with satellite & aerial imagery

python machine-learning deep-neural-networks deep-learning pytorch sentinel dataset remote-sensing image-classification convolutional-neural-networks object-detection satellite-imagery datasets satellite-data earth-observation satellite-images
  • Updated Nov 7, 2026

OpenGVLab / InternVL

Star 10.2k

[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

image-classification gpt multi-modal semantic-segmentation video-classification image-text-retrieval llm vision-language-model gpt-4v vit-6b vit-22b gpt-4o
  • Updated Sep 22, 2025
  • Python
computervision-recipes

microsoft / computervision-recipes

Star 9.9k

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

microsoft python kubernetes data-science machine-learning tutorial computer-vision deep-learning azure jupyter-notebook image-processing similarity artificial-intelligence image-classification convolutional-neural-networks object-detection operationalization
  • Updated Feb 16, 2024
  • Jupyter Notebook

roboflow / notebooks

Star 9.7k

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.

machine-learning tutorial deep-neural-networks computer-vision deep-learning pytorch image-classification object-detection image-segmentation vlm google-colab zero-shot-detection yolov5 zero-shot-classification yolov8 open-vocabulary-detection open-vocabulary-segmentation automatic-labeling-system qwen paligemma
  • Updated Sep 22, 2026
  • Jupyter Notebook
awesome-project-ideas

NirantK / awesome-project-ideas

Star 9.4k

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

machine-learning awesome deep-learning dataset forecasting classification image-classification awesome-list multi-label-classification series-forecasting
  • Updated Mar 13, 2023

microsoft / ailab

Star 7.8k

Experience, Learn and Code the latest breakthrough innovations with Microsoft AI

javascript bot iot ocr html5 translation ai computer-vision csharp algorithms language-learning dnn azure-functions image-classification object-detection luis bing-search custom-vision
  • Updated Jun 26, 2024
  • C#

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