A curated list for Efficient Large Language Models

模型压缩的小白入门教程

[NeurIPS 2024] SlimSAM: 0.1% Data Makes Segment Anything Slim

Explore concepts like Self-Correct, Self-Refine, Self-Improve, Self-Contradict, Self-Play, and Self-Knowledge, alongside o1-like reasoning elevation🍓 and hallucination alleviation🍄.

SOTA low-bit LLM quantization (INT8/FP8/INT4/FP4/NF4) & sparsity; leading model compression techniques on TensorFlow, PyTorch, and ONNX Runtime

[arXiv 2024] PyTorch implementation of DCD: https://arxiv.org/abs/2407.11802

PyTorch implementation of over 30 realtime semantic segmentations models, e.g. BiSeNetv1, BiSeNetv2, CGNet, ContextNet, DABNet, DDRNet, EDANet, ENet, ERFNet, ESPNet, ESPNetv2, FastSCNN, ICNet, LEDNet, LinkNet, PP-LiteSeg, SegNet, ShelfNet, STDC, SwiftNet, and support knowledge distillation, distributed training, Optuna etc.

Challenge, Rethink, Ascend

A treasure chest for visual classification and recognition powered by PaddlePaddle

Gather research papers, corresponding codes (if having), reading notes and any other related materials about Hot🔥🔥🔥 fields in Computer Vision based on Deep Learning.

TeaPartyDev Blog is a personal knowledge base and blog designed to unify and refine insights, providing a central hub for organized and expanded learning.

[ICCV 2023] MI-GAN: A Simple Baseline for Image Inpainting on Mobile Devices

[IEEE TIV] Official PyTorch Implementation of ''A Cognitive-Based Trajectory Prediction Approach for Autonomous Driving.''

大模型/LLM推理和部署理论与实践

TensorFlow code for our ECCV'24 Workshop paper "LightAvatar: Efficient Head Avatar as Dynamic NeLF"

Efficient computing methods developed by Huawei Noah's Ark Lab

[ECCV 2024] - Improving Zero-shot Generalization of Learned Prompts via Unsupervised Knowledge Distillation

AI book for everyone

Official code for TPAMI2024 paper: Pixel Distillation: Cost-flexible Distillation across Image Sizes and Heterogeneous Networks

Collection of AWESOME vision-language models for vision tasks