Open-source deep-learning software
2785 open-source libraries, tools and applications tagged deep-learning, ranked by how closely deep-learning is their primary purpose, then by adoption and maintenance health. Each entry links to a page with sources, use cases and when to choose or avoid it.
2785 products, primary matches first, then adoption-weighted; health v2 shown.
| Product | Health v2 | Stars | Maturity |
|---|---|---|---|
| X-LANCE/SLAM-LLM SLAM-LLM is a deep learning toolkit for training custom multimodal large language models focused on speech, language, audio, and music proc… | 52 | 1066 | active |
| GaussianAvatars Official research code for GaussianAvatars, a CVPR 2024 Highlight method that creates photorealistic, fully controllable head avatars by ri… | 53 | 1062 | active |
| InternRobotics/PointLLM PointLLM is a multimodal large language model that understands colored 3D point clouds of objects, built on a point cloud encoder fused wit… | 62 | 1058 | active |
| ml-tooling/ml-workspace ML Workspace is an all-in-one web-based IDE Docker image specialized for machine learning and data science. It bundles Jupyter, JupyterLab,… | 23 | 3546 | maintenance |
| rl-tools/rl-tools RLtools is a pure C++ header-only, dependency-free deep reinforcement learning library supporting algorithms like SAC, TD3, and PPO. It com… | 65 | 1036 | active |
| HarborYuan/ovsam Official PyTorch implementation of Open-Vocabulary SAM (ECCV 2024), a model that unifies SAM's interactive segmentation with CLIP's open-vo… | 68 | 1034 | active |
| Sunone Aimbot An AI-powered aimbot for first-person shooter games that uses YOLO object detection models (YOLOv8/v10/v12) with TensorRT/ONNX acceleration… | 62 | 1027 | active |
| Alpha-VLLM/Lumina-DiMOO Lumina-DiMOO is an open-source omni diffusion large language model that uses fully discrete diffusion to handle multimodal inputs and outpu… | 51 | 1027 | active |
| JackAILab/ConsistentID ConsistentID is a diffusion-based portrait generation model and toolkit that preserves facial identity from a single reference image using … | 49 | 1027 | active |
| MeiGen-AI/PosterCraft PosterCraft is a unified framework for generating high-quality aesthetic posters, published as an ICLR 2026 paper. It provides model weight… | 45 | 1026 | active |
| yangxy/PASD PASD (Pixel-Aware Stable Diffusion) is a Python research codebase implementing an ECCV 2024 method for realistic image super-resolution and… | 28 | 1022 | active |
| Overcooked AI Overcooked-AI is a benchmark environment for fully cooperative human-AI task performance, based on the video game Overcooked, where agents … | 25 | 1021 | active |
| TRI-ML/prismatic-vlms Prismatic VLMs is a PyTorch-based codebase for training visually-conditioned language models (VLMs) with flexible vision backbones like CLI… | 26 | 1019 | active |
| TinyLLaVA/TinyLLaVA_Factory TinyLLaVA Factory is an open-source modular PyTorch/HuggingFace codebase for training small-scale large multimodal models (LMMs) that combi… | 70 | 1009 | active |
| pytorch/glow Glow is a machine learning compiler and execution engine for neural network hardware accelerators, developed under the PyTorch project. It … | 10 | 3316 | maintenance |
| replicate/scribble-diffusion Scribble Diffusion is an open-source Next.js web application that turns rough sketches into refined images using the ControlNet scribble mo… | 45 | 2976 | maintenance |
| tensorflow/graphics TensorFlow Graphics is a library of differentiable graphics layers for TensorFlow, including differentiable renderers, spatial transformers… | 66 | 2782 | maintenance |
| alibaba/pipcook Pipcook is a JavaScript application framework for machine learning and its engineering, aimed at enabling JavaScript and front-end engineer… | 67 | 2596 | maintenance |
| zllrunning/face-parsing.PyTorch A PyTorch implementation of face parsing using a modified BiSeNet architecture, trained on the CelebAMask-HQ dataset. It provides training … | 32 | 2590 | maintenance |
| OFA-Sys/OFA OFA is a unified sequence-to-sequence pretrained model supporting English and Chinese that unifies cross-modality, vision, and language tas… | 32 | 2555 | maintenance |
| OAID/TengineKit TengineKit is a mobile AI SDK by OPEN AI LAB providing real-time face detection, face 2D/3D landmarks, face attributes, iris, hand, and bod… | 23 | 2320 | maintenance |
| Hzzone/pytorch-openpose A PyTorch reimplementation of OpenPose for body and hand pose estimation, with models converted directly from the original OpenPose caffemo… | 32 | 2318 | maintenance |
| idealo/image-quality-assessment A Python implementation of Google's NIMA (Neural Image Assessment) models that predict the aesthetic and technical quality of images using … | 10 | 2241 | maintenance |
| ashawkey/torch-ngp A PyTorch implementation of instant-ngp's NeRF and SDF components with CUDA extensions and an interactive GUI for training and visualizatio… | 32 | 2210 | maintenance |
| ankush-me/SynthText SynthText is a Python tool for generating synthetic scene-text images with ground-truth bounding boxes, as described in the CVPR 2016 paper… | 32 | 2146 | maintenance |
| dog-qiuqiu/Yolo-Fastest Yolo-Fastest is an ultra-lightweight YOLO-based object detection algorithm and model zoo, with only ~250 MFLOPs and a 666KB ncnn model. It … | 23 | 2101 | maintenance |
| RootKit-Org/AI-Aimbot A Python application that uses a YOLOv5-based computer vision model to detect humanoid targets on screen and assist aiming in FPS games lik… | 10 | 2075 | maintenance |
| google/nerfies Nerfies is the official JAX implementation of Deformable Neural Radiance Fields, which reconstructs non-rigidly deforming scenes from casua… | 10 | 1974 | maintenance |
| peng-zhihui/DeepVision DeepVision is an Android-based computer vision algorithm inference and validation framework by peng-zhihui. It decouples data flow control,… | 32 | 1941 | maintenance |
| flowtyone/flowty-realtime-lcm-canvas A real-time sketch-to-image demo application that uses Latent Consistency Models (LCM) with a Gradio web UI. Users draw on a canvas and see… | 27 | 1768 | maintenance |
| WXinlong/SOLO Official PyTorch implementation of SOLO and SOLOv2, box-free fully convolutional methods for instance segmentation published at ECCV 2020 a… | 32 | 1756 | maintenance |
| i-Code Microsoft's i-Code is a collection of research models and frameworks for integrative, composable multimodal AI spanning vision, language, a… | 10 | 1700 | maintenance |
| charlesq34/frustum-pointnets Official TensorFlow code release for the CVPR 2018 paper 'Frustum PointNets for 3D Object Detection from RGB-D Data' by Stanford and Nuro r… | 32 | 1672 | maintenance |
| invictus717/MetaTransformer Meta-Transformer is a research framework for unified multimodal learning that maps inputs from 12 modalities (text, images, point clouds, a… | 20 | 1643 | maintenance |
| cvg/nice-slam NICE-SLAM is a dense RGB-D SLAM system that combines neural implicit decoders with hierarchical grid-based scene representations, published… | 32 | 1600 | maintenance |
| cmdbug/YOLOv5_NCNN A mobile demo application that deploys the ncnn inference framework on Android and iOS, running a variety of computer vision models includi… | 32 | 1572 | maintenance |
| thu-ml/prolificdreamer Official PyTorch implementation of ProlificDreamer, a NeurIPS 2023 method for high-fidelity text-to-3D generation using Variational Score D… | 30 | 1564 | maintenance |
| facebookresearch/DeepSDF DeepSDF is Facebook Research's official implementation of the CVPR 2019 paper on learning continuous signed distance functions for 3D shape… | 10 | 1562 | maintenance |
| DevashishPrasad/CascadeTabNet CascadeTabNet is a PyTorch/mmdetection implementation of a CVPR 2020 paper for end-to-end table detection and structure recognition from im… | 32 | 1551 | maintenance |
| pytorch/QNNPACK QNNPACK is a mobile-optimized C library of high-performance kernels for 8-bit quantized neural network operators such as convolution, pooli… | 10 | 1551 | maintenance |
| Javacr/PyQt5-YOLOv5 A desktop GUI application built with PyQt5 that wraps YOLOv5 (v6.1) object detection models. It supports running detection on images, video… | 32 | 1548 | maintenance |
| compphoto/BoostingMonocularDepth A Python research implementation for boosting monocular depth estimation to high resolution using a double-estimation merging operator, sup… | 32 | 1508 | maintenance |
| Sanster/text_renderer A Python tool that generates synthetic text images with configurable visual effects for training deep learning OCR models like CRNN. It sup… | 32 | 1461 | maintenance |
| wvangansbeke/Unsupervised-Classification PyTorch implementation of SCAN (ECCV 2020), a two-step method for unsupervised image classification that combines self-supervised represent… | 32 | 1460 | maintenance |
| nerfstudio NerfAcc is a PyTorch acceleration toolbox for Neural Radiance Fields (NeRF), focused on efficient sampling in the volumetric rendering pipe… | 23 | 1456 | maintenance |
| abreheret/PixelAnnotationTool A C++ desktop application for quickly annotating images with pixel-wise labels using OpenCV's watershed algorithm. Users draw markers with … | 23 | 1456 | maintenance |
| megvii-research/ML-GCN A PyTorch implementation of ML-GCN, the CVPR 2019 paper 'Multi-Label Image Recognition with Graph Convolutional Networks'. It provides trai… | 32 | 1447 | maintenance |
| BachiLi/redner redner is a differentiable Monte Carlo ray tracer that computes exact gradients of rendered images with respect to arbitrary scene paramete… | 32 | 1446 | maintenance |
| mchong6/JoJoGAN JoJoGAN is the official PyTorch implementation of a one-shot face stylization method that finetunes a pretrained StyleGAN using GAN inversi… | 32 | 1440 | maintenance |
| rail-berkeley/softlearning Softlearning is a deep reinforcement learning toolbox for training maximum entropy policies in continuous domains, and the official impleme… | 32 | 1438 | maintenance |
| microsoft/X-Decoder Official PyTorch implementation of X-Decoder, a generalized decoding model from CVPR 2023 that unifies pixel-level segmentation, image-leve… | 23 | 1344 | maintenance |
| timojl/clipseg CLIPSeg is a Python implementation of the CVPR 2022 paper 'Image Segmentation Using Text and Image Prompts', enabling zero-shot segmentatio… | 32 | 1339 | maintenance |
| google/sg2im A PyTorch research implementation of the CVPR 2018 paper 'Image Generation from Scene Graphs' by Johnson et al. It converts a structured sc… | 10 | 1325 | maintenance |
| hukkelas/DeepPrivacy DeepPrivacy is a PyTorch-based GAN that automatically anonymizes faces in images and videos by generating realistic synthetic replacements.… | 32 | 1315 | maintenance |
| AI Basketball Analysis An AI-powered web app and API that analyzes basketball shots and shooting form from uploaded videos using object detection and OpenPose pos… | 32 | 1297 | maintenance |
| Chatbot_CN Chatbot_CN is a Chinese multi-turn, task-oriented chatbot platform targeting the finance and legal domains (with chitchat support), combini… | 32 | 1291 | maintenance |
| kwea123/ngp_pl A PyTorch + CUDA implementation of NVIDIA's Instant-NGP focused on NeRF, trained with PyTorch Lightning for fast, high-quality neural radia… | 23 | 1286 | maintenance |
| apple/ml-neuman Official reference implementation of NeuMan (ECCV 2022), which reconstructs an animatable human and the background scene from a single vide… | 75 | 1285 | maintenance |
| TRI-ML/packnet-sfm Official PyTorch implementation of PackNet and related self-supervised monocular depth estimation methods from Toyota Research Institute's … | 23 | 1274 | maintenance |
| Yujun-Shi/DragDiffusion DragDiffusion is the official CVPR 2024 research code for interactive point-based image editing using pretrained diffusion models. It provi… | 20 | 1257 | maintenance |
| tf-encrypted/tf-encrypted TF Encrypted is a Python framework for privacy-preserving machine learning in TensorFlow, enabling training and prediction on encrypted dat… | 32 | 1241 | maintenance |
| NVlabs/VoxFormer Official PyTorch implementation of VoxFormer, a CVPR 2023 highlight paper presenting a sparse voxel transformer for camera-based 3D semanti… | 31 | 1209 | maintenance |
| Xharlie/pointnerf Point-NeRF is a research implementation of a point-based neural radiance field method (CVPR 2022 Oral) that models scenes with neural 3D po… | 32 | 1154 | maintenance |
| arpitbansal297/Cold-Diffusion-Models Official PyTorch implementation of Cold Diffusion, a research paper showing that diffusion-style generative models can invert arbitrary ima… | 32 | 1137 | maintenance |
| lukasHoel/text2room Text2Room is a research codebase that generates room-scale textured 3D meshes from a text prompt by leveraging pre-trained 2D text-to-image… | 31 | 1093 | maintenance |
| Wangt-CN/DisCo DisCo is a CVPR 2024 research codebase for referring human dance generation, producing realistic dance images and videos from a reference h… | 30 | 1073 | maintenance |
| ayoolaolafenwa/PixelLib PixelLib is a Python library for performing semantic and instance segmentation of objects in images and videos with just a few lines of cod… | 23 | 1070 | maintenance |
| IBM/MAX-Image-Resolution-Enhancer An IBM Model Asset Exchange project that deploys an SRGAN-based image super-resolution model as a web service in a Docker container. It ups… | 38 | 1046 | maintenance |
| MaybeShewill-CV/CRNN_Tensorflow A TensorFlow implementation of CRNN (CNN + Bi-LSTM + CTC loss) for scene text recognition, based on the Shi et al. paper. It includes pretr… | 32 | 1038 | maintenance |
| edvardHua/PoseEstimationForMobile A TensorFlow-based library implementing CPM and Hourglass models with MobileNetV2 inverted residual modules for real-time single-person hum… | 32 | 1025 | maintenance |
| apple/ml-mgie MGIE (MLLM-Guided Image Editing) is Apple's research implementation of instruction-based image editing guided by multimodal large language … | 69 | 3872 | experimental |
| graphdeco-inria/hierarchical-3d-gaussians Official implementation of the SIGGRAPH 2024 paper 'A Hierarchical 3D Gaussian Representation for Real-Time Rendering of Very Large Dataset… | 32 | 1471 | experimental |
| Tencent-Hunyuan/Hunyuan3D-WorldClaw WorldClaw is a research framework from Tencent Hunyuan for agentic, large-scale 3D open-world generation, released alongside an arXiv paper… | 53 | 1334 | experimental |
| DLYuanGod/TinyGPT-V TinyGPT-V is an efficient multimodal large language model built on small backbones (Phi-2 2.7B), combining vision and language capabilities… | 53 | 1314 | experimental |
| HumanSignal/labelImg LabelImg is a graphical image annotation tool written in Python with a Qt interface for drawing bounding boxes on images. It saves annotati… | 10 | 25043 | abandoned |
| paz A Python project providing real-time face detection with emotion and gender classification using a Keras CNN trained on fer2013 and IMDB da… | 32 | 5735 | abandoned |
| david-gpu/srez A deep learning project that performs 4x image super-resolution on 16x16 images using a DCGAN-based architecture with ResNet generator modu… | 10 | 5266 | abandoned |
| idealo/image-super-resolution A Python library providing Keras implementations of Residual Dense and Adversarial Networks for single image super-resolution, including pr… | 10 | 4815 | abandoned |
| deforum/deforum-stable-diffusion Deforum Stable Diffusion is an open-source IPython notebook implementation for generating AI animations (2D/3D interpolation) with Stable D… | 32 | 2284 | abandoned |
| gliese581gg/YOLO_tensorflow A TensorFlow implementation of YOLO (Real-Time Object Detection) that runs inference with pretrained YOLO_small, YOLO_tiny, and YOLO_face n… | 32 | 1708 | abandoned |
| Bittensor The Bittensor Python SDK and btcli CLI for interacting with the Bittensor decentralized machine intelligence network, where subnets produce… | 10 | 1469 | abandoned |
| kakaobrain/nerf-factory A PyTorch library collecting reimplementations of seven popular NeRF (Neural Radiance Fields) models such as NeRF, Mip-NeRF, DVGO, and Ref-… | 10 | 1272 | abandoned |
| Tencent/FeatherCNN FeatherCNN is a high-performance, lightweight CNN inference library developed by Tencent, targeting ARM CPUs on mobile (iOS/Android), embed… | 23 | 1228 | abandoned |
| NervanaSystems/maxas MaxAs is an assembler for NVIDIA Maxwell GPU architecture that assembles SASS (Shader Assembly) instructions, written in Perl. It enables l… | 10 | 1074 | abandoned |
| NVIDIA-AI-IOT/redtail NVIDIA Redtail provides deep learning and computer vision components for autonomous visual navigation of drones and ground vehicles, center… | 23 | 1048 | abandoned |
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