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Top 23 Python convolutional-neural-network Projects
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Project mention: The Paradigm Shift Towards Multimodal AI Jina AI MLOps for Multimodal AI Neural Search and Creative AI | dev.to | 2022-12-05
Compared to NLP, I came to the field of computer vision (CV) pretty late. While at Zalando in 2017, I published a paper on the Fashion-MNIST dataset. This dataset is a drop-in replacement of Yann LeCun's original MNIST dataset from 1990 (a set of simple handwritten digits for benchmarking computer vision algorithms.) The original MNIST dataset was too trivial for many algorithms – shallow learning algorithms such as logistic regression, decision trees, and support vector machines could easily hit 90% accuracy, leaving little room for deep learning algorithms to shine.
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Pytorch-UNet
PyTorch implementation of the U-Net for image semantic segmentation with high quality images
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Sonar
Write Clean Python Code. Always.. Sonar helps you commit clean code every time. With over 225 unique rules to find Python bugs, code smells & vulnerabilities, Sonar finds the issues while you focus on the work.
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darkflow
Translate darknet to tensorflow. Load trained weights, retrain/fine-tune using tensorflow, export constant graph def to mobile devices
Project mention: FOSS self-hosted image-to-text gpu accelerated object recognition ? Is there anything on the table yet ? | reddit.com/r/selfhosted | 2023-03-30https://github.com/amusi/awesome-object-detection https://mmdetection.readthedocs.io/en/latest/index.html https://github.com/thtrieu/darkflow https://github.com/OlafenwaMoses/ImageAI https://github.com/dmlc/gluon-cv https://github.com/aim-uofa/AdelaiDet/ https://github.com/aim-uofa/AdelaiDet/blob/master/configs/FCOS-Detection/README.md https://github.com/wizyoung/YOLOv3_TensorFlow
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image-super-resolution
🔎 Super-scale your images and run experiments with Residual Dense and Adversarial Networks.
Project mention: A tech worker is selling a children's book he made using AI. Professional illustrators are pissed. | reddit.com/r/books | 2022-12-15 -
Artificial-Intelligence-Deep-Learning-Machine-Learning-Tutorials
A comprehensive list of Deep Learning / Artificial Intelligence and Machine Learning tutorials - rapidly expanding into areas of AI/Deep Learning / Machine Vision / NLP and industry specific areas such as Climate / Energy, Automotives, Retail, Pharma, Medicine, Healthcare, Policy, Ethics and more.
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Efficient-AI-Backbones
Efficient AI Backbones including GhostNet, TNT and MLP, developed by Huawei Noah's Ark Lab.
Project mention: Researchers From China Introduce Vision GNN (ViG): A Graph Neural Network For Computer Vision Systems | reddit.com/r/machinelearningnews | 2022-06-08Continue reading | Check out the paper, github
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InfluxDB
Access the most powerful time series database as a service. Ingest, store, & analyze all types of time series data in a fully-managed, purpose-built database. Keep data forever with low-cost storage and superior data compression.
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image-quality-assessment
Convolutional Neural Networks to predict the aesthetic and technical quality of images.
Project mention: And so it begins: AI(Midjourney) wins art competition without anyone realising. | reddit.com/r/singularity | 2022-08-31It's an ongoing research area, but here's a Google model that assigns images ratings based on how good they look. It's pretty good, and it's from 2019 so not even close to state of the art. Paired with Stable Diffusion, it could indeed curate itself. I might have to try that actually.
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cnnimageretrieval-pytorch
CNN Image Retrieval in PyTorch: Training and evaluating CNNs for Image Retrieval in PyTorch
Project mention: [R] Any Content Based Image Retrieval Pretrained Models? | reddit.com/r/MachineLearning | 2022-07-22https://github.com/filipradenovic/cnnimageretrieval-pytorch is still probably the best one that is public.
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Project mention: Does this SincNet (neural architecture) contain a discriminator? | reddit.com/r/learnmachinelearning | 2022-12-30
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A Linux library for this which uses Python, TenorFlow and Numpy is available: Yinguobing Library
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Project mention: YOLOv6: Redefine state-of-the-art for object detection | news.ycombinator.com | 2022-06-29
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SparK
[ICLR'23 Spotlight] The first successful BERT/MAE-style pretraining on any convolutional network; Pytorch impl. of "Designing BERT for Convolutional Networks: Sparse and Hierarchical Masked Modeling" (by keyu-tian)
Project mention: [R] [ICLR'2023 Spotlight🌟]: The first BERT-style pretraining on CNNs! | reddit.com/r/MachineLearning | 2023-01-22For more details on SparK, please see our paper and code&demo, or shoot us questions!
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Project mention: Amber Heards own audio recordings show her not letting Johnny Depp leave and emotionally blackmail mailing him | reddit.com/r/videos | 2022-04-26
infographic for the curious
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hardnet
Hardnet descriptor model - "Working hard to know your neighbor's margins: Local descriptor learning loss"
Downloading: "https://github.com/DagnyT/hardnet/raw/master/pretrained/train_liberty_with_aug/checkpoint_liberty_with_aug.pth" to /home/showjdgb/.cache/torch/hub/checkpoints/checkpoint_liberty_with_aug.pth
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Lifting-from-the-Deep-release
Implementation of "Lifting from the Deep: Convolutional 3D Pose Estimation from a Single Image"
Project mention: Auto tagging Images ( particularly for p0rn ) scene-wise | reddit.com/r/deeplearning | 2022-10-01Found relevant code at https://github.com/DenisTome/Lifting-from-the-Deep-release + all code implementations here
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assembled-cnn
Tensorflow implementation of "Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network"
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Sign-Language-Interpreter-using-Deep-Learning
A sign language interpreter using live video feed from the camera.
Project mention: AI tool to convert ASL(American Sign language) into English. | reddit.com/r/awesome | 2023-03-02While I could not find that one exactly, I did find this
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Python convolutional-neural-networks related posts
- [R] [ICLR'2023 Spotlight🌟]: The first BERT-style pretraining on CNNs!
- [R] A new work makes CNNs (e.g., ResNet) enjoy the BERT-style pretraining! (with a video demo)
- Sharpened Cosine Distance as an Alternative for Convolutions
- Researchers From China Introduce Vision GNN (ViG): A Graph Neural Network For Computer Vision Systems
- GNN for computer vision, beating CNN & Transformer
- Amber Heards own audio recordings show her not letting Johnny Depp leave and emotionally blackmail mailing him
- Intrinsic Curiosity Module Pytorch multithreading cpu unable to fix seeds
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www.saashub.com | 1 Apr 2023
Index
What are some of the best open-source convolutional-neural-network projects in Python? This list will help you:
Project | Stars | |
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1 | fashion-mnist | 10,683 |
2 | Pytorch-UNet | 6,585 |
3 | darkflow | 6,084 |
4 | image-super-resolution | 4,010 |
5 | Artificial-Intelligence-Deep-Learning-Machine-Learning-Tutorials | 3,374 |
6 | Efficient-AI-Backbones | 3,170 |
7 | Super-SloMo | 2,875 |
8 | image-quality-assessment | 1,768 |
9 | cnnimageretrieval-pytorch | 1,294 |
10 | SincNet | 997 |
11 | head-pose-estimation | 988 |
12 | NeuRec | 983 |
13 | PixelLib | 922 |
14 | SparK | 898 |
15 | sudoku | 789 |
16 | Youtube-Code-Repository | 687 |
17 | BCDU-Net | 565 |
18 | hardnet | 467 |
19 | Lifting-from-the-Deep-release | 443 |
20 | assembled-cnn | 330 |
21 | Sign-Language-Interpreter-using-Deep-Learning | 308 |
22 | DeepForSpeed | 241 |
23 | Mask-RCNN-TF2 | 240 |