awesome-computer-vision-resources
A curated list of awesome CV/ML resources for easy study and reference
https://github.com/tzxiang/awesome-computer-vision-resources
Last synced: 11 days ago
JSON representation
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Books
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Computer Vision
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Machine Learning
- [PDF - keen/Machine-learning-learning-notes) [[HandNotes]](https://github.com/Sophia-11/Machine-Learning-Notes)
- [Homepage - us/research/uploads/prod/2006/01/Bishop-Pattern-Recognition-and-Machine-Learning-2006.pdf) [[PDF-Chinese]](https://github.com/Mikoto10032/DeepLearning/blob/master/books/%E6%A8%A1%E5%BC%8F%E8%AF%86%E5%88%AB%E4%B8%8E%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0PRML_Chinese_vision.pdf) [[Algorithms_Python]](https://github.com/ctgk/PRML) [[Algorithms_Matlab]](https://prml.github.io/)
- [PDF - %E7%BB%9F%E8%AE%A1%E5%AD%A6%E4%B9%A0/machine_learning_algorithm-master)
- [ReadOnline-Chinese - Bili]](https://space.bilibili.com/209599371/channel/detail?cid=23541) [[Video-Youtube]](https://www.youtube.com/playlist?list=PLLbeS1kM6teJqdFzw1ICHfa4a1y0hg8Ax)
- [Homepage - book.pdf)
- [ReadOnline - in-Action/gans-in-action)
- [ReadOnline - Chinese]](https://tigerneil.gitbooks.io/neural-networks-and-deep-learning-zh/content/index.html)
- [Homepage&PDF
- [Homepage - Deep-Learning)
- [Online
- [github - book/)
- [github
- [github
- [github
- [github - into-DL-PyTorch/#/) [[PDF]](https://github.com/tzxiang/AwesomeCV/tree/master/Docs/Dive-into-DL-PyTorch.pdf)
- [Online - into-DL-TensorFlow2.0)
- [Others
- [Homepage - Chinese]](https://github.com/deeplearning-ai/machine-learning-yearning-cn) [[ReadOnline]](https://deeplearning-ai.github.io/machine-learning-yearning-cn/docs/home/) [[PDF]](https://github.com/tzxiang/AwesomeCV/tree/master/Docs/MLYearning-zh-cn.pdf)
- [github
- [Online
- [Online
- [ReadOnline - in-Action/gans-in-action)
- [ReadOnline - Chinese]](https://tigerneil.gitbooks.io/neural-networks-and-deep-learning-zh/content/index.html)
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MatheMatics
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Dataset
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3D Dataset
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Aerial Action/Event Dataset
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AutoDriving/Transport
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Comprehensive Dataset
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Object Tracking Dataset
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Research Tools
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Scene Understanding
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Semantic seg for 3D
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FunnyDemo/APP
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Lessons
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MatheMatics
- [Slides - Youtube]](https://www.youtube.com/playlist?list=PLJV_el3uVTsPy9oCRY30oBPNLCo89yu49) [[Video-Bili]](https://www.bilibili.com/video/av10590361?from=search&seid=3550588589314000309) [[Notes]](https://github.com/datawhalechina/leeml-notes)
- [CoursePage - zLfQRF3EO8sYv) [[Slides]](http://cs231n.stanford.edu/syllabus.html) [[Notes]](http://cs231n.github.io/) [[Notes-Chinese]](https://zhuanlan.zhihu.com/p/21930884) [[One Class Project-VideoObSeg]](https://arxiv.org/abs/1905.07826)
- [CoursePage - Chinese]](http://www.ai-start.com/dl2017/) [[Notes2]](https://github.com/fengdu78/deeplearning_ai_books) [[Homepage1]](https://www.learndatasci.com/out/coursera-machine-learning/) [[Homepage2]](https://www.learndatasci.com/out/coursera-deep-learning-specialization/)
- [Homepage - Field)
- [CoursePage - rwp5__7C0oIVt26ZgjG9NI) [[CourseCode]](https://github.com/aamini/introtodeeplearning_labs/)
- [CoursePage
- [Cheatsheet - git]](https://github.com/shervinea/cheatsheet-translation)
- [CoursePage
- [CoursePage
- [CoursePage
- [Homepage&Slides
- [Homepage
- [Video - View_Geometry.pdf)
- [Video
- [Video - Lyu/TensorFLow-Learning)
- [Slides - Youtube]](https://www.youtube.com/playlist?list=PLJV_el3uVTsPy9oCRY30oBPNLCo89yu49) [[Video-Bili]](https://www.bilibili.com/video/av10590361?from=search&seid=3550588589314000309) [[Notes]](https://github.com/datawhalechina/leeml-notes)
- [github
- [CoursePage - zLfQRF3EO8sYv) [[Slides]](http://cs231n.stanford.edu/syllabus.html) [[Notes]](http://cs231n.github.io/) [[Notes-Chinese]](https://zhuanlan.zhihu.com/p/21930884) [[One Class Project-VideoObSeg]](https://arxiv.org/abs/1905.07826)
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Repos
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Research Tools
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Toolbox
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Code Tools
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Label tools
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Libraries
- Blog
- [Homepage
- [Homepage
- [Homepage
- [Matlab
- [Homepage
- BoofCV
- [Homepage
- [Page - open-source-framework-for.html) [[Intro]](https://mp.weixin.qq.com/s/3nl_IIEbk_8y1wjwD4x4cQ)
- Model Zoo: Discover open source deep learning code and pretrained models
- [Homepage
- [PDF - training-giant-neural-nets-using-pipeline-parallelism/)
- [Docs
- Intro
- [Homepage
- [Homepage - Lab)
- [Homepage
- [Docs
- 利用OpenCV和Tesseract实现OCR和文本识别
- PSPNet - net.org/challenges/LSVRC/2016/results), [LSUN Semantic Segmentation Challenge 2017 @CVPR17](https://blog.mapillary.com/product/2017/06/13/lsun-challenge.html)and [WAD Drivable Area Segmentation Challenge 2018 @CVPR18](https://bdd-data.berkeley.edu/wad-2018.html). Sample experimented datasets are [ADE20K](http://sceneparsing.csail.mit.edu/), [PASCAL VOC 2012](http://host.robots.ox.ac.uk:8080/leaderboard/displaylb.php?challengeid=11&compid=6) and [Cityscapes](https://www.cityscapes-dataset.com/).
- [github
- Intro
- [Homepage
- [page
- [Homepage
- [Link
- Intro
- [github
- [Code - started-with-map-tk-for-aerial-photogrammetry/)
- [Homepage
- [github
- [github
- [github
- [github
- [github
- [github
- [github
- [github
- [github
- [github
- [github
- [github
- [github
- [github
- [github
- [github
- [github
- Tensorflow Project Template
- [github
- [github
- [github
- [github
- [github - recognition-iccv19/)
- [github
- [github
- [github
- [github
- [github
- [github
- [github
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Programming Languages
Sub Categories
Tools Guidance
293
Machine Learning
277
Computer Vision
148
Libraries
120
Research Tools
49
PyTorch
42
MatheMatics
27
Label tools
15
3D Dataset
14
Object Tracking Dataset
9
Aerial Action/Event Dataset
6
Semantic seg for 3D
6
Code Tools
3
Scene Understanding
2
TensorFlow
2
AutoDriving/Transport
2
Comprehensive Dataset
2
Keywords
deep-learning
32
machine-learning
26
pytorch
16
computer-vision
13
python
13
tensorflow
10
neural-network
7
nlp
6
book
6
natural-language-processing
6
neural-networks
5
deeplearning
5
awesome
4
jupyter-notebook
4
machinelearning
3
machine-learning-algorithms
3
object-detection
3
convolutional-neural-networks
3
slam
3
data-science
3
cv
3
semantic-segmentation
3
cnn
3
image-annotation
3
artificial-intelligence
3
bayesian-inference
2
linux
2
svm
2
gaussian-processes
2
robotics
2
label
2
image-segmentation
2
ml
2
tensorflow2
2
ai
2
coco
2
benchmark
2
hyperparameter-optimization
2
resnet
2
feature-engineering
2
automated-machine-learning
2
super-resolution
2
pretrained
2
automl
2
classification
2
instance-segmentation
2
onnx
2
chinese
2
awesome-list
2
opencv
2