Awesome Compression Papers
Paper collection about model compression and acceleration: Pruning, Quantization, Knowledge Distillation, Low Rank Factorization, etc
| Project Name | Stars | Downloads | Repos Using This | Packages Using This | Most Recent Commit | Total Releases | Latest Release | Open Issues | License | Language |
|---|---|---|---|---|---|---|---|---|---|---|
| Mozjpeg | 5,225 | 1 | 7 months ago | 2 | December 01, 2023 | 92 | other | C | ||
| Improved JPEG encoder. | ||||||||||
| Pocketflow | 2,553 | 3 years ago | 73 | other | Python | |||||
| An Automatic Model Compression (AutoMC) framework for developing smaller and faster AI applications. | ||||||||||
| Gltf Pipeline | 1,732 |  | 14 | 34 | 4 months ago | 45 | April 21, 2023 | 91 | apache-2.0 | JavaScript |
| Content pipeline tools for optimizing glTF assets. :globe_with_meridians: | ||||||||||
| Paddleslim | 1,486 |  | 4 | 3 months ago | 22 | December 29, 2022 | 430 | apache-2.0 | Python | |
| PaddleSlim is an open-source library for deep model compression and architecture search. | ||||||||||
| Model Optimization | 1,445 |  | 3 | 27 | 4 months ago | 30 | May 26, 2023 | 207 | apache-2.0 | Python |
| A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning. | ||||||||||
| Nncf | 725 |  | 6 | 3 months ago | 16 | November 16, 2023 | 46 | apache-2.0 | Python | |
| Neural Network Compression Framework for enhanced OpenVINO™ inference | ||||||||||
| Deep Compression Alexnet | 599 | 2 years ago | 1 | bsd-2-clause | Python | |||||
| Deep Compression on AlexNet | ||||||||||
| Kill The Bits | 582 | 3 years ago | 1 | other | Python | |||||
| Code for: "And the bit goes down: Revisiting the quantization of neural networks" | ||||||||||
| Awesome Deep Neural Network Compression | 475 | 8 months ago | 4 | Python | ||||||
| Summary, Code for Deep Neural Network Quantization | ||||||||||
| Awesome Ml Model Compression | 378 | 9 months ago | mit | |||||||
| Awesome machine learning model compression research papers, tools, and learning material. | ||||||||||
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Neural
Compression
Cvpr
Quantization
Model Compression