a collection of computer vision projects&tools. 计算机视觉方向项目和工具集合。
计算机视觉项目&工具库&资源大全,划分子领域版块汇集梳理,每周自动更新
本资源清单包含120个计算机视觉相关的项目&工具库&资源,这些资源总共分成12个不同的子板块,这些项目目前在github上已经收到600K个点赞。所有的工具资源每周会自动从GitHub和工具维护平台采集信息,并更新梳理展示。本清单参考best-of模板完成,欢迎大家提PR丰富本清单。
pytorch-image-models⭐ 14K · :octocat: Code pytorch图像分类模型库 by @rwightman | Vision-Transformer⭐ 6K · :octocat: Code Vision Transformer的实现 by @lucidrains | PaddlePaddle-PaddleClas⭐ 2.3K · :octocat: Code paddlepaddle实现的图像分类模板 |
awesome-image-classification⭐ 1.9K · :octocat: Code awesome图像分类资料 by @weiaicunzai | facebookresearch-pycls⭐ 1.7K · :octocat: Code facebookresearch图像分类基础库 | gen-efficientnet-pytorch⭐ 1.4K · :octocat: Code 基于pytorch的小型分类网络大全 by @rwightman |
facebookresearch-ClassyVision⭐ 1.4K · :octocat: Code facebookresearch基于pytorch的端到端图像与视频分类库 | pytorch_image_classification⭐ 940 · :octocat: Code 图像分类实现合集 by @hysts | open-mmlab-mmclassification⭐ 860 · :octocat: Code OpenMMLab实现的图像分类工具库 by @open-mmlab |
NVIDIA-tf_to_trt_image_classification⭐ 440 · :octocat: Code TensorFlow->TensorRT图像分类 |
matterport-Mask_RCNN⭐ 21K · :octocat: Code matterport实现的Mask_RCNN目标检测 by @matterport | detectron2⭐ 18K · :octocat: Code Facebook的detectron2目标检测框架 | open-mmlab-mmdetection⭐ 17K · :octocat: Code OpenMMLab实现的目标检测工具库 by @open-mmlab |
labelImg⭐ 16K · :octocat: Code labelImg图像标注工具 by @tzutalin | deep_learning_object_detection⭐ 10K · :octocat: Code 深度学习目标检测资料合集 by @hoya012 | facebookresearch-detr⭐ 7.7K · :octocat: Code Facebook基于Transformers的端到端目标检测 |
CenterNet⭐ 5.9K · :octocat: Code CenterNet实现 by @xingyizhou | U-2-Net⭐ 4.9K · :octocat: Code U2Net实现 by @xuebinqin | PaddleDetection⭐ 4.7K · :octocat: Code paddlepaddle目标检测套件 |
microsoft-VoTT⭐ 3.6K · :octocat: Code 微软可视化目标检测标注工具 by @microsoft | TuSimple-simpledet⭐ 2.9K · :octocat: Code 图森开源的simpledet目标检测工具 by @TuSimple | ObjectDetection-OneStageDet⭐ 1.9K · :octocat: Code 腾讯实现的单阶段目标检测框架 by @Tencent |
open-mmlab-mmtracking⭐ 1.6K · :octocat: Code paddlepaddle目标检测套件 by @open-mmlab |
awesome-semantic-segmentation⭐ 8.6K · :octocat: Code 语义分割资料大全 by @mrgloom | PaddleSeg⭐ 2.7K · :octocat: Code 百度基于PaddlePaddle实现的图像分割工具库 | openmmlab-mmsegmentation⭐ 2.4K · :octocat: Code OpenMMLab实现的语义分割工具库 by @open-mmlab |
image-segmentation-keras⭐ 2.3K · :octocat: Code 基于keras实现的图像分割模型集合 by @divamgupta | Image_Segmentation⭐ 1.6K · :octocat: Code 基于pytorch实现的图像分割模型集合 by @LeeJunHyun | medical-detection-toolkit⭐ 1K · :octocat: Code 医疗数据目标检测与语义分割工具库 by @MIC-DKFZ |
MedicalZooPytorch⭐ 760 · :octocat: Code pytorch实现的医疗影像数据图像检测分割模型大全 by @black0017 | pytorch-segmentation-detection⭐ 710 · :octocat: Code 基于pytorch实现的检测与分割代码 |
tesseract⭐ 42K · :octocat: Code tesseract ocr文字识别套件 | PaddleOCR⭐ 17K · :octocat: Code paddlepaddle OCR光学文字识别套件 | EasyOCR⭐ 13K · :octocat: Code EasyOCR多语种图片文字识别 by @JaidedAI |
chineseocr_lite⭐ 7.9K · :octocat: Code 中文自然场景文字检测及识别 by @DayBreak-u | PandaOCR⭐ 3.8K · :octocat: Code 多功能OCR图文识别 | deep-text-recognition-benchmark⭐ 2.6K · :octocat: Code 深度学习OCR文本识别 by @clovaai |
CHINESE-OCR⭐ 2.6K · :octocat: Code 端到端自然场景的文字检测与识别 by @xiaofengShi | chinese_ocr⭐ 2.4K · :octocat: Code 中文OCR by @YCG09 | captcha_break⭐ 2.2K · :octocat: Code 验证码识别 by @ypwhs |
ctrip-OCR⭐ 2.2K · :octocat: Code 携程自研的OCR项目 by @ctripcorp | captcha_trainer⭐ 2.1K · :octocat: Code 验证码识别训练与部署 by @kerlomz |
facebookresearch-mmf⭐ 4.6K · :octocat: Code Facebook用于多模态(图像+文本)研究的工具库 | bottom-up-attention⭐ 1.1K · :octocat: Code 自底向上的注意模型用于图像文本学习 | awesome-image-captioning⭐ 740 · :octocat: Code awesome图文转换资料大全 by @zhjohnchan |
microsoft-Oscar⭐ 670 · :octocat: Code 微软视觉&文本任务工具库 by @microsoft | awesome-visual-question-answering⭐ 370 · :octocat: Code awesome视觉问答资料大全 by @jokieleung | meshed-memory-transformer⭐ 320 · :octocat: Code CVPR2020图文转换论文实现 by @aimagelab |
conceptual-captions⭐ 300 · :octocat: Code google research提供的图文数据集 | Awesome-Visual-Captioning⭐ 260 · :octocat: Code awesome视觉文本转换资料大全 by @forence | MILVLG-openvqa⭐ 230 · :octocat: Code MILVLG实现的VQA研究通用平台 by @MILVLG |
image-captioning⭐ 200 · :octocat: Code CVPR2020图文转换论文实现 by @JDAI-CV | Image-Caption-Generator⭐ 150 · :octocat: Code 图文转换生成器 by @dabasajay |
pytorch-CycleGAN-and-pix2pix⭐ 16K · :octocat: Code pytorch实现的CycleGAN和pix2pix图图转换 by @junyanz | pix2pix⭐ 8.7K · :octocat: Code pix2pix图图转换实现 by @phillipi | vid2vid⭐ 7.8K · :octocat: Code 英伟达实现的视频到视频转换 by @NVIDIA |
UGATIT⭐ 6K · :octocat: Code ICLR2020无监督GAN图图转换论文实现 by @taki0112 | NVlabs-MUNIT⭐ 2.4K · :octocat: Code 英伟达lab多模态无监督图图转换实现 by @NVlabs | UGATIT-pytorch⭐ 2.2K · :octocat: Code ICLR2020无监督GAN图图转换pytorch实现 by @znxlwm |
pixel2style2pixel⭐ 2K · :octocat: Code CVPR2021图图转换论文实现 by @eladrich | instagan⭐ 780 · :octocat: Code InstaGAN图图转换实现 by @sangwoomo | DRIT⭐ 720 · :octocat: Code DRIT++图图转换实现 by @HsinYingLee |
waifu2x⭐ 22K · :octocat: Code 动漫图像超分辨率实现 by @nagadomi | srez⭐ 5.3K · :octocat: Code 深度学习超分辨率实现 by @david-gpu | ESRGAN⭐ 3.8K · :octocat: Code ESRGAN超分辨率实现 by @xinntao |
image-super-resolution⭐ 3.1K · :octocat: Code 图像超分辨率实现 by @idealo | srgan⭐ 2.6K · :octocat: Code srgan超分辨率实现 by @tensorlayer | BasicSR⭐ 2.4K · :octocat: Code 基于 PyTorch 的开源图像视频复原工具箱 by @xinntao |
Single-Image-Super-Resolution⭐ 1.6K · :octocat: Code 图像超分辨率资料大全 by @YapengTian | VideoSuperResolution⭐ 1.3K · :octocat: Code 图像视频超精度资料集合 by @LoSealL | super-resolution⭐ 1.1K · :octocat: Code 超精度算法实现集合 by @krasserm |
Awesome-Super-Resolution⭐ 1.1K · :octocat: Code awesome超分辨率资料大全 by @ChaofWang |
face_recognition⭐ 42K · :octocat: Code 人脸识别实现 by @ageitgey | openpose⭐ 22K · :octocat: Code CMU openpose工具库 | openface⭐ 14K · :octocat: Code CMU openface工具库 by @cmusatyalab |
facenet⭐ 12K · :octocat: Code facenet实现 | libfacedetection⭐ 11K · :octocat: Code 开源的高速人脸检测模型 by @ShiqiYu | Ultra-Light-Fast-Generic-Face-Detector-1MB⭐ 6.1K · :octocat: Code 1MB轻量级人脸检测模型 by @Linzaer |
awesome-Face_Recognition⭐ 3K · :octocat: Code awesome人脸识别资料大全 by @ChanChiChoi | facenet-pytorch⭐ 2.4K · :octocat: Code pytorch版本的facenet实现 by @timesler | DeepFace⭐ 1.5K · :octocat: Code deepFace实现 by @RiweiChen |
DBFace⭐ 1.2K · :octocat: Code 实时高速人脸检测实现 by @dlunion |
awesome-gan-for-medical-imaging⭐ 1.8K · :octocat: Code 医疗影像中用到的GAN资料集合 by @xinario | Deep-Learning-for-Medical-Applications⭐ 1.4K · :octocat: Code 用于医疗影像的深度学习资料集 by @albarqouni | DLTK⭐ 1.3K · :octocat: Code DLTK医疗影像深度学习工具库 by @DLTK |
medical-imaging-datasets⭐ 1.2K · :octocat: Code 医疗影像数据集 by @sfikas | MedicalZoo-Pytorch⭐ 760 · :octocat: Code black0017 MedicalZooPytorch by @black0017 | medicaltorch⭐ 750 · :octocat: Code 基于pytorch的医疗影像工具库 by @perone |
MITK⭐ 420 · :octocat: Code MITK医疗影像处理工具库 by @MITK |
LFFD-A-Light-and-Fast-Face-Detector-for-Edge-Devices⭐ 1.2K · :octocat: Code 边缘设备上的人头与行人检测等 by @YonghaoHe | Pedestron⭐ 470 · :octocat: Code CVPR2021行人检测论文实现 by @hasanirtiza | Pedestrian-Detection⭐ 320 · :octocat: Code 基于tensorflow的行人检测实现 by @thatbrguy |
Pedestrian-Detection-papers⭐ 250 · :octocat: Code 行人检测论文整理 | PedestrianDetectionSystem⭐ 230 · :octocat: Code 基于TensorFlow的自动化行人检测和监控系统 |
apollo⭐ 19K · :octocat: Code 百度阿波罗无人驾驶平台 by @ApolloAuto | carla⭐ 6.6K · :octocat: Code carla无人驾驶研究模拟器 | AutonomousDrivingCookbook⭐ 1.9K · :octocat: Code 微软无人驾驶指南书 by @microsoft |
awesome-autonomous-vehicles⭐ 1.6K · :octocat: Code awesome无人驾驶资料合集 by @manfreddiaz | SMARTS⭐ 440 · :octocat: Code 华为诺亚无人驾驶强化学习环境 by @huawei-noah | Awesome-Autonomous-Driving⭐ 400 · :octocat: Code awesome无人驾驶资料集 |
the-gan-zoo⭐ 11K · :octocat: Code GAN模型集合列表 | PyTorch-GAN⭐ 10K · :octocat: Code pytorch实现的各种GAN | ganhacks⭐ 10K · :octocat: Code GAN知识技巧集合 by @soumith |
Keras-GAN⭐ 8.4K · :octocat: Code Keras实现的各种GAN | PaddleGAN⭐ 4.2K · :octocat: Code 百度paddlepaddle实现的GAN及应用 | gans-awesome-applications⭐ 3.8K · :octocat: Code GAN模型应用大全 by @nashory |
tensorflow-generative-model-collections⭐ 3.8K · :octocat: Code tensorflow实现的各种GAN by @hwalsuklee | really-awesome-gan⭐ 3.3K · :octocat: Code GAN资料论文大全 by @nightrome | pytorch-generative-model-collections⭐ 2.3K · :octocat: Code pytorch实现的各种GAN集合 by @znxlwm |
pytorch_GAN_zoo⭐ 1.4K · :octocat: Code pytorch实现的GAN集合 |
nni⭐ 10K · :octocat: Code 微软的nni工具 by @microsoft | TNN⭐ 3.1K · :octocat: Code 腾讯优图实验室开源的高性能轻量级神经网络推理框架 by @Tencent | PocketFlow⭐ 2.7K · :octocat: Code 腾讯的模型压缩与加速工具库 by @Tencent |
micronet⭐ 1.5K · :octocat: Code 模型压缩与部署工具库 by @666DZY666 | model-optimization⭐ 1.1K · :octocat: Code tensorflow模型压缩工具(量化与剪枝) by @tensorflow | PaddleSlim⭐ 790 · :octocat: Code 百度PaddleSlim模型压缩工具库 |
aimet⭐ 700 · :octocat: Code aimet模型压缩与加速工具包 by @quic | Awesome-model-compression-and-acceleration⭐ 540 · :octocat: Code 模型压缩加速资料大全 by @memoiry | Data-Efficient-Model-Compression⭐ 440 · :octocat: Code 华为实现的Data-Efficient模型压缩 by @huawei-noah |