Top 23 Jupyter Notebook Computer Vision Projects
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Project mention: Object detection with depth measurement using pre-trained models with OAK-D | reddit.com/r/computerscience | 2022-04-29
Code Link : https://github.com/spmallick/learnopencv/tree/master/OAK-Object-Detection-with-Depth
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Project mention: How is accuracy calculated in multi label classification | reddit.com/r/MLQuestions | 2022-01-31
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Scout APM
Less time debugging, more time building. Scout APM allows you to find and fix performance issues with no hassle. Now with error monitoring and external services monitoring, Scout is a developer's best friend when it comes to application development.
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I remember that there was a lecture in the MIT intro course. https://github.com/aamini/introtodeeplearning/tree/master/lab1
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lama
🦙 LaMa Image Inpainting, Resolution-robust Large Mask Inpainting with Fourier Convolutions, WACV 2022
I have some interest in image inpainting, but the recent paper introduced by Samsung - https://github.com/saic-mdal/lama seems like it reached a stage where there isn't much room that we can add for novelty. I am quite interested but not confident if I can come up with a novel idea that can do better than the proposed model, especially if they trained the model on multiple GPUs for days, which is something that I don't have.
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Project mention: Easy to train a monocular (self) supervised depth estimation model? | reddit.com/r/computervision | 2022-04-24
I've used monodepth2 before and it's great: https://github.com/nianticlabs/monodepth2
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Project mention: [D] Current trends in computer vision related to unsupervised learning | reddit.com/r/MachineLearning | 2022-08-06
SimCLR v2.0 - https://arxiv.org/abs/2006.10029
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covid-chestxray-dataset
We are building an open database of COVID-19 cases with chest X-ray or CT images.
Project mention: Build an Image Classification API Using Django Rest Framework. | dev.to | 2021-11-23Chest X-ray images (1000 images) were obtained from: https://github.com/ieee8023/covid-chestxray-dataset
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SonarQube
Static code analysis for 29 languages.. Your projects are multi-language. So is SonarQube analysis. Find Bugs, Vulnerabilities, Security Hotspots, and Code Smells so you can release quality code every time. Get started analyzing your projects today for free.
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Face-Mask-Detection
Face Mask Detection system based on computer vision and deep learning using OpenCV and Tensorflow/Keras
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ktrain
ktrain is a Python library that makes deep learning and AI more accessible and easier to apply
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Project mention: Build an Image Classification API Using Django Rest Framework. | dev.to | 2021-11-23
CT Scan images (750 images) were obtained from: https://github.com/UCSD-AI4H/COVID-CT/tree/master/Data-split
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Project mention: Show HN: Sieve: We processed 24 hours of video in | news.ycombinator.com | 2022-01-11
Just pass this through openai clip and you would get a semantic search without much effort. For example this is for youtube videos - https://github.com/haltakov/natural-language-youtube-search
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Project mention: I Built an Image Search Engine Using OpenAI Clip and Images from Wikimedia | news.ycombinator.com | 2021-11-30
You have the option of deleting and posting again I think. Anyways good luck.
Wikimedia search seems to work better for most searches I tried, possibly because of the manual tags etc.
https://imagioo.com/?q=astronaut+with+american+flag
https://commons.wikimedia.org/wiki/Special:MediaSearch?type=...
You might want to include examples where your search is better or just a faq on how to use it.
Nice idea though. It does seem to come in handy when you don't have descriptions of images. Eg: https://github.com/haltakov/natural-language-image-search
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CameraTraps
Tools for training and running detectors and classifiers for wildlife images collected from motion-triggered cameras.
Project mention: Camera Trap photo analysis at the Chinko Nature Reserve using Convolutional Neural Networks | reddit.com/r/u_Danny_Arends | 2022-01-2932:21 MegaDetector by Microsoft: https://github.com/microsoft/CameraTraps
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Project mention: Render dancing videos from hand-drawn anime images | news.ycombinator.com | 2022-08-12
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Project mention: [self-promotion] [Dataset] [Project] LLVIP: A Visible-infrared Paired Dataset for Low-light Vision | reddit.com/r/datasets | 2021-09-30
Code
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image-crop-analysis
Code for reproducing our analysis in the paper titled: Image Cropping on Twitter: Fairness Metrics, their Limitations, and the Importance of Representation, Design, and Agency
Yep, it's gonna just be like when they "open-sourced" their image cropping algorithm and it's just that they provided the model and didn't specify their training data. Granted, yes, you can provide analysis like they did on Github [1] but you don't know _why_ it's outputting something.
[1]: https://github.com/twitter-research/image-crop-analysis
Jupyter Notebook Computer Vision related posts
- Microsoft's AI for Beginners
- help with project involving object detection and tracking with camera
- PeekingDuck v1.2.1 released - Modular framework for Computer Vision (CV) inference
- PeekingDuck v1.2.1 released - Modular framework for Computer Vision (CV) inference
- PeekingDuck v1.2 released - Modular framework for Computer Vision (CV) inference
- PeekingDuck v1.2.1 released - Modular framework for Computer Vision (CV) inference
- [D] My experience with running PyTorch on the M1 GPU
Index
What are some of the best open-source Computer Vision projects in Jupyter Notebook? This list will help you:
Project | Stars | |
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1 | learnopencv | 16,885 |
2 | computervision-recipes | 8,605 |
3 | introtodeeplearning | 5,458 |
4 | lama | 4,188 |
5 | monodepth2 | 3,161 |
6 | simclr | 3,139 |
7 | covid-chestxray-dataset | 2,840 |
8 | AI-For-Beginners | 2,317 |
9 | Face-Mask-Detection | 1,299 |
10 | pythoncode-tutorials | 1,215 |
11 | ktrain | 1,037 |
12 | COVID-CT | 976 |
13 | natural-language-youtube-search | 833 |
14 | ml-mipt | 811 |
15 | natural-language-image-search | 724 |
16 | CameraTraps | 468 |
17 | CoNR | 390 |
18 | LLVIP | 343 |
19 | MIRNet-TFJS | 328 |
20 | glasses | 306 |
21 | SynthDet | 287 |
22 | cartoonify | 264 |
23 | image-crop-analysis | 230 |
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