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ultralytics /ultralytics

Star43.3k

Ultralytics YOLO11 🚀

python cli tracking machine-learning computer-vision deep-learning hub pytorch yolo image-classification object-detection pose-estimation instance-segmentation ultralytics rotated-object-detection yolov8 segment-anything yolo-world yolov10 yolo11

UpdatedJul 18, 2025
Python

huggingface /pytorch-image-models

Star34.8k

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

UpdatedJul 18, 2025
Python

HumanSignal /labelImg

Star24k

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

UpdatedJun 7, 2024
Python

lucidrains /vit-pytorch

Star23.4k

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

UpdatedMar 5, 2025
Python

HumanSignal /label-studio

Star23.3k

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

UpdatedJul 18, 2025
JavaScript

albumentations-team /albumentations

Sponsor

Star15.1k

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

UpdatedJun 25, 2025
Python

microsoft /Swin-Transformer

Star15k

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

UpdatedJul 24, 2024
Python

cvat-ai /cvat

Star14.1k

Annotate better with CVAT, the industry-leading data engine for machine learning. Used and trusted by teams at any scale, for data of any scale.

computer-vision deep-learning image-annotation annotation tensorflow video-annotation annotations pytorch dataset imagenet image-classification object-detection labeling semantic-segmentation annotation-tool boundingbox image-labeling labeling-tool computer-vision-annotation image-labelling-tool

UpdatedJul 18, 2025
Python

chenyuntc /pytorch-book

Star12.5k

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

UpdatedDec 24, 2023
Jupyter Notebook

extreme-assistant /CVPR2024-Paper-Code-Interpretation

Star12.5k

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

UpdatedApr 25, 2024

jacobgil /pytorch-grad-cam

Star11.9k

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

UpdatedApr 7, 2025
Python

microsoft /computervision-recipes

Star9.7k

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

UpdatedFeb 16, 2024
Jupyter Notebook

voxel51 /fiftyone

Star9.7k

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

UpdatedJul 18, 2025
Python

satellite-image-deep-learning /techniques

Star9.5k

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

UpdatedJul 15, 2025

OpenGVLab /InternVL

Star8.6k

[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

UpdatedJul 16, 2025
Python

NirantK /awesome-project-ideas

Star8.4k

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

UpdatedMar 13, 2023

roboflow /notebooks

Star8k

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 YOLO11, RT-DETR, SAM 2, Florence-2, PaliGemma 2, and Qwen2.5VL.