Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
awesome-cv
Curated educational list for computer vision
https://github.com/mawady/awesome-cv
Last synced: 4 days ago
JSON representation
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YouTube Channels
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Tags: Object Classification `[ObjCls]`, Object Detection `[ObjDet]`, Object Segmentation `[ObjSeg]`, General Library `[GenLib]`, Text Reading / Object Character Recognition `[OCR]`, Action Recognition `[ActRec]`, Object Tracking `[ObjTrk]`, Data Augmentation `[DatAug]`, Simultaneous Localization and Mapping `[SLAM]`, Outlier/Anomaly/Novelty Detection `[NvlDet]`, Content-based Image Retrieval `[CBIR]`, Image Enhancement `[ImgEnh]`, Aesthetic Assessment `[AesAss]`, Explainable Artificial Intelligence `[XAI]`, Text-to-Image Generation `[TexImg]`, Pose Estimation `[PosEst]`, Video Matting `[VidMat]`, Eye Tracking `[EyeTrk]`
- @bmvabritishmachinevisionas8529
- @TubingenML
- @AurelienGeron - On Machine Learning with Scikit-Learn and TensorFlow.
- @howardjeremyp - founder of fast.ai.
- @PieterAbbeel
- @pascalpoupart3507
- @MatthiasNiessner
- @MichaelBronsteinGDL
- @DeepFindr
- @deeplizard
- @sentdex
- @bmvabritishmachinevisionas8529
- @ComputerVisionFoundation - sponsored conferences on computer vision (e.g. CVPR and ICCV).
- @cvprtum
- @UCFCRCV
- @dynamicvisionandlearninggr1022
- @TubingenML
- @computervisiontalks4659
- @freecodecamp
- @LondonMachineLearningMeetup
- @LesHouches-iu6nv - 29, 2022.
- @MachineLearningStreetTalk
- @WeightsBiases
- @PreserveKnowledge
- @TwoMinutePapers
- @TheAIEpiphany - Google DeepMind, x-Microsoft engineer explaining AI papers.
- @bycloudAI
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Python Libraries
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MATLAB Libraries
- PMT
- MLV - level Vision Toolbox (MLVToolbox), BWLab, University of Toronto|
- matlabfns
- VLFeat
- ElencoCode
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Repos
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Tags: Object Classification `[ObjCls]`, Object Detection `[ObjDet]`, Object Segmentation `[ObjSeg]`, General Library `[GenLib]`, Text Reading / Object Character Recognition `[OCR]`, Action Recognition `[ActRec]`, Object Tracking `[ObjTrk]`, Data Augmentation `[DatAug]`, Simultaneous Localization and Mapping `[SLAM]`, Outlier/Anomaly/Novelty Detection `[NvlDet]`, Content-based Image Retrieval `[CBIR]`, Image Enhancement `[ImgEnh]`, Aesthetic Assessment `[AesAss]`, Explainable Artificial Intelligence `[XAI]`, Text-to-Image Generation `[TexImg]`, Pose Estimation `[PosEst]`, Video Matting `[VidMat]`, Eye Tracking `[EyeTrk]`
- computervision-recipes
- FastAI
- ignite - level library to help with training and evaluating neural networks in PyTorch flexibly and transparently |
- pytorch_geometric
- kornia
- ncnn - performance neural network inference framework optimized for the mobile platform |
- MediaPipe - Andriod - C++ - Python - Coral, Face Detection - Face Mesh - Iris - Hands - Pose - Holistic - Hair Segmentation - Object Detection - Box Tracking - Instant Motion Tracking - Objectron - KNIFT (Similar to SIFT) |
- vit-pytorch
- face_classification - time face detection and emotion/gender classification |
- mmdetection
- detectron2 - generation platform for object detection, segmentation and other visual recognition tasks |
- detr - to-End Object Detection with Transformers |
- libfacedetection
- FaceDetection-DSFD
- object-Detection-Metrics
- SAHI
- yolov5
- AlexeyAB/darknet - YOLOv4 / YOLOv3 / YOLOv2 |
- U-2-Net - Net: Going Deeper with Nested U-Structure for Salient Object Detection |
- mmsegmentation
- mmocr
- pytesseract
- EasyOCR - to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc |
- PaddleOCR
- PaddleSeg - to-use image segmentation library with awesome pre-trained model zoo, supporting wide-range of practical tasks in Semantic Segmentation, Interactive Segmentation, Panoptic Segmentation, Image Matting, 3D Segmentation, etc|
- mmtracking
- mmaction - source toolbox for action understanding based on PyTorch |
- albumentations - to-use wrapper around other libraries |
- ORB_SLAM2 - Time SLAM for Monocular, Stereo and RGB-D Cameras, with Loop Detection and Relocalization Capabilities |
- pyod
- imagededup
- Bringing-Old-Photos-Back-to-Life
- image-quality-assessment
- aesthetics
- pytorch-cnn-visualizations
- DALLE2-pytorch - E 2, OpenAI's updated text-to-image synthesis neural network, in Pytorch |
- imagen-pytorch - to-Image Neural Network, in Pytorch |
- openpose - time multi-person keypoint detection library for body, face, hands, and foot estimation |
- RobustVideoMatting
- fastudp
- Random-Erasing
- CutMix-PyTorch
- keras-cv
- PsychoPy
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Dataset Collections
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Tags: Object Classification `[ObjCls]`, Object Detection `[ObjDet]`, Object Segmentation `[ObjSeg]`, General Library `[GenLib]`, Text Reading / Object Character Recognition `[OCR]`, Action Recognition `[ActRec]`, Object Tracking `[ObjTrk]`, Data Augmentation `[DatAug]`, Simultaneous Localization and Mapping `[SLAM]`, Outlier/Anomaly/Novelty Detection `[NvlDet]`, Content-based Image Retrieval `[CBIR]`, Image Enhancement `[ImgEnh]`, Aesthetic Assessment `[AesAss]`, Explainable Artificial Intelligence `[XAI]`, Text-to-Image Generation `[TexImg]`, Pose Estimation `[PosEst]`, Video Matting `[VidMat]`, Eye Tracking `[EyeTrk]`
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Task Management Tools
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Tags: Object Classification `[ObjCls]`, Object Detection `[ObjDet]`, Object Segmentation `[ObjSeg]`, General Library `[GenLib]`, Text Reading / Object Character Recognition `[OCR]`, Action Recognition `[ActRec]`, Object Tracking `[ObjTrk]`, Data Augmentation `[DatAug]`, Simultaneous Localization and Mapping `[SLAM]`, Outlier/Anomaly/Novelty Detection `[NvlDet]`, Content-based Image Retrieval `[CBIR]`, Image Enhancement `[ImgEnh]`, Aesthetic Assessment `[AesAss]`, Explainable Artificial Intelligence `[XAI]`, Text-to-Image Generation `[TexImg]`, Pose Estimation `[PosEst]`, Video Matting `[VidMat]`, Eye Tracking `[EyeTrk]`
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Annotation Tools
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Tags: Object Classification `[ObjCls]`, Object Detection `[ObjDet]`, Object Segmentation `[ObjSeg]`, General Library `[GenLib]`, Text Reading / Object Character Recognition `[OCR]`, Action Recognition `[ActRec]`, Object Tracking `[ObjTrk]`, Data Augmentation `[DatAug]`, Simultaneous Localization and Mapping `[SLAM]`, Outlier/Anomaly/Novelty Detection `[NvlDet]`, Content-based Image Retrieval `[CBIR]`, Image Enhancement `[ImgEnh]`, Aesthetic Assessment `[AesAss]`, Explainable Artificial Intelligence `[XAI]`, Text-to-Image Generation `[TexImg]`, Pose Estimation `[PosEst]`, Video Matting `[VidMat]`, Eye Tracking `[EyeTrk]`
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Awesome Lists
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Tags: Object Classification `[ObjCls]`, Object Detection `[ObjDet]`, Object Segmentation `[ObjSeg]`, General Library `[GenLib]`, Text Reading / Object Character Recognition `[OCR]`, Action Recognition `[ActRec]`, Object Tracking `[ObjTrk]`, Data Augmentation `[DatAug]`, Simultaneous Localization and Mapping `[SLAM]`, Outlier/Anomaly/Novelty Detection `[NvlDet]`, Content-based Image Retrieval `[CBIR]`, Image Enhancement `[ImgEnh]`, Aesthetic Assessment `[AesAss]`, Explainable Artificial Intelligence `[XAI]`, Text-to-Image Generation `[TexImg]`, Pose Estimation `[PosEst]`, Video Matting `[VidMat]`, Eye Tracking `[EyeTrk]`
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Misc
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Tags: Object Classification `[ObjCls]`, Object Detection `[ObjDet]`, Object Segmentation `[ObjSeg]`, General Library `[GenLib]`, Text Reading / Object Character Recognition `[OCR]`, Action Recognition `[ActRec]`, Object Tracking `[ObjTrk]`, Data Augmentation `[DatAug]`, Simultaneous Localization and Mapping `[SLAM]`, Outlier/Anomaly/Novelty Detection `[NvlDet]`, Content-based Image Retrieval `[CBIR]`, Image Enhancement `[ImgEnh]`, Aesthetic Assessment `[AesAss]`, Explainable Artificial Intelligence `[XAI]`, Text-to-Image Generation `[TexImg]`, Pose Estimation `[PosEst]`, Video Matting `[VidMat]`, Eye Tracking `[EyeTrk]`
- The "Python Machine Learning (3rd edition)" book code repository
- d2l-en - framework code, math, and discussions. Adopted at 200 universities
- python-fire
- PyTorch Computer Vision Cookbook
- jetson-inference - learning inference networks and deep vision primitives with TensorRT and NVIDIA Jetson.
- [Link1 - to-design-an-award-winning-conference-poster)] [[Link3](https://www.jamiebgall.co.uk/post/powerful-posters)]
- [Link1 - ii/projects/dissertation)]
- Multithreading with OpenCV-Python to improve video processing performance
- Computer Vision Zone - Videos and implementations for computer vision projects
- Writing Pet Peeves
- Machine Learning Mastery - Blogs
- PyImageSearch - Blogs
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Thanks
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Tags: Object Classification `[ObjCls]`, Object Detection `[ObjDet]`, Object Segmentation `[ObjSeg]`, General Library `[GenLib]`, Text Reading / Object Character Recognition `[OCR]`, Action Recognition `[ActRec]`, Object Tracking `[ObjTrk]`, Data Augmentation `[DatAug]`, Simultaneous Localization and Mapping `[SLAM]`, Outlier/Anomaly/Novelty Detection `[NvlDet]`, Content-based Image Retrieval `[CBIR]`, Image Enhancement `[ImgEnh]`, Aesthetic Assessment `[AesAss]`, Explainable Artificial Intelligence `[XAI]`, Text-to-Image Generation `[TexImg]`, Pose Estimation `[PosEst]`, Video Matting `[VidMat]`, Eye Tracking `[EyeTrk]`
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Reference Books
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Online Courses
- Version Control with Git
- Git Essential Training
- Learning GitHub
- Introduction to Python Programming
- Learning Python
- Intro to Data Science
- Intro to Data Analysis
- Python Data Analysis
- Segmentation and Clustering
- Python for Data Science Essential Training Part 1
- Python for Data Science Essential Training Part 2
- Introduction to Machine Learning Course
- Machine Learning with Scikit-Learn
- Intro to Deep Learning with PyTorch
- Introduction to Computer Vision
- OpenCV for Python Developers
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Uni Courses
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YouTube Playlists
- Computer Vision
- Advanced Computer Vision
- Advanced Deep Learning for Computer Vision - Taixé / Matthias Niessner | Technical University of Munich |
- Introduction to Digital Image Processing
- Quantitative Imaging
- Convolutional Neural Networks for Visual Recognition - Fei Li | Stanford University |
- Machine Learning for Robotics and Computer Vision
- Multiple View Geometry
- Image and video processing - | Guillermo Sapiro | Duke University|
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Summer Schools
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Tags: Object Classification `[ObjCls]`, Object Detection `[ObjDet]`, Object Segmentation `[ObjSeg]`, General Library `[GenLib]`, Text Reading / Object Character Recognition `[OCR]`, Action Recognition `[ActRec]`, Object Tracking `[ObjTrk]`, Data Augmentation `[DatAug]`, Simultaneous Localization and Mapping `[SLAM]`, Outlier/Anomaly/Novelty Detection `[NvlDet]`, Content-based Image Retrieval `[CBIR]`, Image Enhancement `[ImgEnh]`, Aesthetic Assessment `[AesAss]`, Explainable Artificial Intelligence `[XAI]`, Text-to-Image Generation `[TexImg]`, Pose Estimation `[PosEst]`, Video Matting `[VidMat]`, Eye Tracking `[EyeTrk]`
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Mailing Lists
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Tags: Object Classification `[ObjCls]`, Object Detection `[ObjDet]`, Object Segmentation `[ObjSeg]`, General Library `[GenLib]`, Text Reading / Object Character Recognition `[OCR]`, Action Recognition `[ActRec]`, Object Tracking `[ObjTrk]`, Data Augmentation `[DatAug]`, Simultaneous Localization and Mapping `[SLAM]`, Outlier/Anomaly/Novelty Detection `[NvlDet]`, Content-based Image Retrieval `[CBIR]`, Image Enhancement `[ImgEnh]`, Aesthetic Assessment `[AesAss]`, Explainable Artificial Intelligence `[XAI]`, Text-to-Image Generation `[TexImg]`, Pose Estimation `[PosEst]`, Video Matting `[VidMat]`, Eye Tracking `[EyeTrk]`
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Programming Languages
Categories
Keywords
deep-learning
32
python
23
machine-learning
22
computer-vision
20
pytorch
18
object-detection
13
image-processing
12
artificial-intelligence
8
image-classification
7
neural-network
6
data-science
6
tensorflow
4
image-segmentation
4
instance-segmentation
4
c-plus-plus
4
segmentation
3
image
3
ocr
3
keras
3
detection
3
outlier-detection
3
inference
3
data-mining
3
semantic-segmentation
3
crnn
3
caffe
3
transformer
3
yolo
3
image-annotation
2
onnx
2
text-to-image
2
idealo
2
mxnet
2
remote-sensing
2
annotations
2
ios
2
e-commerce
2
unsupervised-learning
2
ml
2
swin-transformer
2
visualization
2
yolov3
2
deep-learning-tutorial
2
panoptic-segmentation
2
deep-neural-networks
2
data-curation
2
data-augmentation
2
ai
2
dataset
2
cnn
2