efficient-deep-learning 开源项目推荐（90 个）

VainF /Torch-Pruning

[CVPR 2023] DepShape：走向任何结构性修剪; LLM、Vision Foundation模型等。

AIoT-MLSys-Lab /Efficient-LLMs-Survey

[TMLR 2024] 高效大型语言模型：综述

mryab /efficient-dl-systems

高效深度学习系统课程材料

MingSun-Tse /Efficient-Deep-Learning

Collection of recent methods on (deep) neural network compression and acceleration.

chaitjo /efficient-gnns

Code and resources on scalable and efficient Graph Neural Networks (TNNLS 2023)

xuyang-liu16 /Awesome-Generation-Acceleration

📚 Collection of awesome generation acceleration resources.

jerryfeng2003 /PointGST

[IEEE TPAMI] Parameter-Efficient Fine-Tuning in Spectral Domain for Point Cloud Learning

fabiotosi92 /ZipDepth

[ECCV 2026] “ZipDepth: Bringing Lightweight Zero-Shot Monocular Depth Anywhere, on Any Device”的官方实现。一个紧凑的 610 万参数网络，用于零样本单目深度估计，通过从基础模型进行知识蒸馏，可在从服务器 GPU 到手机等设备上实时运行。

VainF /Diff-Pruning

[NeurIPS 2023] Structural Pruning for Diffusion Models

xuyang-liu16 /Awesome-Token-level-Model-Compression

📚 Collection of token-level model compression resources.

AIoT-MLSys-Lab /Efficient-Diffusion-Model-Survey

[TMLR 2025] Efficient Diffusion Models: A Survey

Sharath-girish /efficientgaussian

Official implementation of "EAGLES: Efficient Accelerated 3D Gaussians with Lightweight EncodingS"

LayneH /GreenMIM

[NeurIPS2022] Official implementation of the paper 'Green Hierarchical Vision Transformer for Masked Image Modeling'.

LMD0311 /DAPT

[CVPR 2024] Dynamic Adapter Meets Prompt Tuning: Parameter-Efficient Transfer Learning for Point Cloud Analysis

tiingweii-shii /Awesome-Resource-Efficient-LLM-Papers

a curated list of high-quality papers on resource-efficient LLMs 🌱

MessiX77 /Awesome-Efficient-dLLMs

[EMNLP 2026] 📚 A curated list of Awesome Efficient dLLMs Papers with Codes

yhlleo /VTs-Drloc

[NeurIPS 2021] Official codes for "Efficient Training of Visual Transformers with Small Datasets".

mlvlab /EfficientViM

[CVPR 25] “EfficientViM：基于隐藏状态混合器的状态空间对偶性的高效视觉 Mamba”的官方实现（Pytorch）

zetyquickly /DensePoseFnL

Making DensePose fast and light (WACV 2021): mobile DensePose models on Detectron2, with checkpoints on Hugging Face

LauzHack /deep-learning-bootcamp

LauzHack Deep Learning Bootcamp