Popular GitHub Repositories for Efficient

Massively Parallel Deep Reinforcement Learning. ?

Implementation of EfficientNet model. Keras and TensorFlow Keras.

Slimmable Networks, AutoSlim, and Beyond, ICLR 2019, and ICCV 2019

Official PyTorch implementation of Superpoint Transformer introduced in [ICCV'23] "Efficient 3D Semantic Segmentation with Superpoint Transformer" and SuperCluster introduced in [3DV'24 Oral] "Scalable 3D Panoptic Segmentation As Superpoint Graph Clustering"

LLaVA-Mini is a unified large multimodal model (LMM) that can support the understanding of images, high-resolution images, and videos in an efficient manner.

A light-weight, power efficient, and general purpose convolutional neural network

Reference ImageNet implementation of SelecSLS CNN architecture proposed in the SIGGRAPH 2020 paper "XNect: Real-time Multi-Person 3D Motion Capture with a Single RGB Camera". The repository also includes code for pruning the model based on implicit sparsity emerging from adaptive gradient descent methods, as detailed in the CVPR 2019 paper "On implicit filter level sparsity in Convolutional Neural Networks".

Papers and Book to look at when starting AGI ?

A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, and Beyond

[EMNLP 2024 Findings] OneGen: Efficient One-Pass Unified Generation and Retrieval for LLMs.

A lightweight end-to-end text-to-speech model

An efficient pytorch implementation of selective scan in one file, works with both cpu and gpu, with corresponding mathematical derivation. It is probably the code which is the most close to selective_scan_cuda in mamba.

EdgeFace: Efficient Face Recognition Model for Edge Devices [TBIOM 2024] the winner of compact track of IJCB 2023 Efficient Face Recognition Competition

DroNet: Efficient convolutional neural network detector for Real-Time UAV applications

Curated list of methods that focuses on improving the efficiency of diffusion models

Implementation of EMNLP2020 accepted paper: "TopicBERT: Topic-aware BERT for Efficient Document Classification"

[ECCV24] MixDQ: Memory-Efficient Few-Step Text-to-Image Diffusion Models with Metric-Decoupled Mixed Precision Quantization

[ICLR 2025] TidalDecode: A Fast and Accurate LLM Decoding with Position Persistent Sparse Attention

A Unified Efficient Pyramid Transformer for Semantic Segmentation, ICCVW 2021