LocalAI is the open-source AI engine. Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required.

api ai mcp decentralized text-generation distributed tts image-generation llama object-detection agents mamba libp2p audio-generation llm stable-diffusion musicgen rerank

• Updated Nov 13, 2026
• Go

[CVPR 2025] Official PyTorch Implementation of MambaVision: A Hybrid Mamba-Transformer Vision Backbone

deep-learning transformers image-classification object-detection semantic-segmentation mamba visual-recognition instance-segmentation self-attention hybrid-models huggingface-transformers vision-transformer foundation-models

• Updated Mar 11, 2026
• Python

Extended services for PS3 console (web server, ftp server, netiso, ntfs, ps3mapi, etc.)

ps3 file-manager ntfs exfat ftp-server mamba cobra webman-mod ps3netsrv netiso prepiso ps2config

• Updated Nov 10, 2026
• C

Semantic Segmentation for Remote Sensing

transformer remote-sensing semantic-segmentation mamba unsupervised-domain-adaptation multimodal-fusion very-high-resolution segment-anything-modal

• Updated Nov 12, 2026
• Python

[Mamba-Survey-2024] Paper list for State-Space-Model/Mamba and it's Applications

transformer ssm mamba vision-mamba point-mamba linear-attention-model video-mamba

• Updated Sep 6, 2026

Pure Rust Inference Engine

rust cuda transformers ssm mamba dgx openai-api llm-inference speculative-decoding gb10 nvfp4 dgx-spark

• Updated Nov 9, 2026
• Rust

[IEEE TGRS 2024] ChangeMamba: Remote Sensing Change Detection Based on Spatio-Temporal State Space Model

python pytorch remote-sensing mamba earth-observation spatio-temporal-modeling disaster-response change-detection state-space-model building-damage-assessment semantic-change-detection changemamba cd-mamba mamba-cd change-mamba binary-change-detection cdmamba mambacd building-damage-mapping land-cover-change

• Updated Apr 24, 2026
• Python

[NeurIPS 2024] PointMamba: A Simple State Space Model for Point Cloud Analysis

computer-vision mamba 3d-point-clouds state-space-model

• Updated Mar 19, 2025
• Python

A paper list of some recent Mamba-based CV works.

awesome computer-vision mamba

• Updated Mar 3, 2026

Implementation of Vision Mamba from the paper: "Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model" It's 2.8x faster than DeiT and saves 86.8% GPU memory when performing batch inference to extract features on high-res images

machine-learning ai pytorch ssm mamba recurrent-neural-network

• Updated Oct 26, 2026
• Python

A novel implementation of fusing ViT with Mamba into a fast, agile, and high performance Multi-Modal Model. Powered by Zeta, the simplest AI framework ever.

machine-learning ai ml transformers torch pytorch artificial-intelligence zeta attention-mechanism ssm mamba transformer-architecture

• Updated Nov 9, 2026
• Python

Speed Always Wins: A Survey on Efficient Architectures for Large Language Models

moe mamba linear-models state-space-model mixture-of-experts efficient-architectures linear-attention sparse-attention linear-rnn diffusion-llm

• Updated Nov 11, 2025

rattler-build is a universal Conda package builder for Windows, macOS and Linux (like conda-build but faster)

recipe conda mamba package-management conda-build

• Updated Nov 11, 2026
• Rust

Reading list for research topics in state-space models

mamba state-space-models

• Updated May 18, 2026

A PyTorch implementation of the paper "ZigMa: A DiT-Style Mamba-based Diffusion Model" (ECCV 2024)

mamba state-space-model diffusion-models flow-matching zigma stochastic-interpolant

• Updated Mar 17, 2025
• Python

DeepTab is a Python package that simplifies tabular deep learning by providing a suite of models for regression, classification, and distributional regression tasks. It includes models such as Mambular, TabM, FT-Transformer, TabulaRNN, TabTransformer, and tabular ResNets.

node regression classification rnn resnet deeplearning preprocessing ssm mamba saint state-space-models ple distributional-regression tabtransformer ft-transformer tabular-deep-learning tabm

• Updated Nov 2, 2026
• Python

Rapid builds of small Conda-based containers using micromamba.

docker dockerfile environment build ci container conda mamba micromamba

• Updated Oct 27, 2026
• Shell

MambaGlue: Fast and Robust Local Feature Matching With Mamba @ ICRA'25

deep-learning mamba image-matching feature-matching matching-algorithm superglue lightglue relative-pose-estimation

• Updated May 21, 2026
• Python

[ICLR 2024] MogaNet: Efficient Multi-order Gated Aggregation Network

machine-learning backbone convnet cnn pytorch imagenet image-classification coco segmentation object-detection mamba pose-estimation instance-segmentation ade20k 3d-pose-estimation video-prediction vision-transformer

• Updated Jun 28, 2025
• Jupyter Notebook

Computation-Efficient Era: A Comprehensive Survey of State Space Models in Medical Image Analysis

natural-language-processing computer-vision deep-learning time-series survey medical-imaging remote-sensing speech-processing mamba medical-image-processing image-enhancement medical-image-analysis state-space-model medical-image-segmentation gnn large-language-models llm mamba-state-space-models

• Updated Jul 22, 2025