#Semantic-segmentation

Showing 60 of 151 repositories tagged #semantic-segmentation, ranked by stars

ultralytics
ultralytics
ultralytics

Ultralytics YOLO26, YOLO11, YOLOv8 — object detection, instance segmentation, semantic segmentation, image classification, pose estimation, object tracking

Score
100
★ 59.3k ⑂ 11.3k +15/day
Python
HumanSignal
HumanSignal
label-studio

Label Studio is a multi-type data labeling and annotation tool with standardized output format

Score
100
★ 27.8k ⑂ 3.6k +47/day
TypeScript
amusi
amusi
CVPR2026-Papers-with-Code

CVPR 2026 论文和开源项目合集

Score
86
★ 22.8k ⑂ 2.8k +9/day
cvat-ai
cvat-ai
cvat

Computer Vision Annotation Tool (CVAT) is a leading platform for building high-quality visual datasets for vision AI. It offers open-source, cloud, and enterprise products, as well as labeling services, for image, video, and 3D annotation with AI-assisted labeling, quality assurance, team collaboration, analytics, and developer APIs.

Score
95
★ 16.3k ⑂ 3.7k +11/day
Python
wkentaro
wkentaro
labelme

Image annotation with Python. Supports polygon, rectangle, circle, line, point, and AI-assisted annotation.

Score
91
★ 16.0k ⑂ 3.7k +16/day
Python
microsoft
microsoft
Swin-Transformer

This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".

Score
68
★ 16.0k ⑂ 2.2k +10/day
Python
qubvel-org
qubvel-org
segmentation_models.pytorch

Semantic segmentation models with 500+ pretrained convolutional and transformer-based backbones.

Score
82
★ 11.6k ⑂ 1.8k +10/day
Python
milesial
milesial
Pytorch-UNet

PyTorch implementation of the U-Net for image semantic segmentation with high quality images

Score
64
★ 11.5k ⑂ 2.8k +6/day
Python
OpenGVLab
OpenGVLab
InternVL

[CVPR 2024 Oral] InternVL Family: A Pioneering Open-Source Alternative to GPT-4o. 接近GPT-4o表现的开源多模态对话模型

Score
73
★ 10.1k ⑂ 790 +3/day
Python
open-mmlab
open-mmlab
mmsegmentation

OpenMMLab Semantic Segmentation Toolbox and Benchmark.

Score
59
★ 9.9k ⑂ 2.8k +12/day
Python
PaddlePaddle
PaddlePaddle
PaddleSeg

Easy-to-use image segmentation library with awesome pre-trained model zoo, supporting wide-range of practical tasks in Semantic Segmentation, Interactive Segmentation, Panoptic Segmentation, Image Matting, 3D Segmentation, etc.

Score
77
★ 9.4k ⑂ 1.7k +9/day
Python
dmlc
dmlc
gluon-cv

Gluon CV Toolkit

Score
55
★ 5.9k ⑂ 1.2k
Python
HumanSignal
HumanSignal
awesome-data-labeling

A curated list of awesome data labeling tools

Score
97
★ 4.3k ⑂ 477 +4/day
meetps
meetps
pytorch-semseg

Semantic Segmentation Architectures Implemented in PyTorch

Score
96
★ 3.4k ⑂ 791 +1/day
Python
osmr
osmr
imgclsmob

Sandbox for training deep learning networks

Score
94
★ 3.0k ⑂ 552
Python
NVIDIA
NVIDIA
MinkowskiEngine

Minkowski Engine is an auto-diff neural network library for high-dimensional sparse tensors

Score
93
★ 2.9k ⑂ 480 +2/day
Python
amusi
amusi
ICCV2025-Papers-with-Code

ICCV 2025 论文和开源项目合集

Score
92
★ 2.9k ⑂ 256
GeorgeSeif
GeorgeSeif
Semantic-Segmentation-Suite

Semantic Segmentation Suite in TensorFlow. Implement, train, and test new Semantic Segmentation models easily!

Score
95
★ 2.5k ⑂ 867
Python
isl-org
isl-org
Open3D-ML

An extension of Open3D to address 3D Machine Learning tasks

Score
100
★ 2.3k ⑂ 365 +5/day
Python
azavea
azavea
raster-vision

An open source library and framework for deep learning on satellite and aerial imagery.

Score
99
★ 2.2k ⑂ 395 +2/day
Python
NVlabs
NVlabs
MambaVision

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

Score
97
★ 2.2k ⑂ 145
Python
UniversalDataTool
UniversalDataTool
universal-data-tool

Collaborate & label any type of data, images, text, or documents, in an easy web interface or desktop app.

Score
85
★ 2.1k ⑂ 199
JavaScript
Hitachi-Automotive-And-Industry-Lab
Hitachi-Automotive-And-Industry-Lab
semantic-segmentation-editor

Web labeling tool for bitmap images and point clouds

Score
90
★ 2.0k ⑂ 448 +1/day
JavaScript
yassouali
yassouali
pytorch-segmentation

:art: Semantic segmentation models, datasets and losses implemented in PyTorch.

Score
86
★ 1.8k ⑂ 391
Jupyter Notebook
john-rocky
john-rocky
CoreML-Models

Converted CoreML Model Zoo.

Score
100
★ 1.8k ⑂ 169 +3/day
Swift
wkentaro
wkentaro
pytorch-fcn

PyTorch Implementation of Fully Convolutional Networks. (Training code to reproduce the original result is available.)

Score
87
★ 1.8k ⑂ 471
Python
zijundeng
zijundeng
pytorch-semantic-segmentation

PyTorch for Semantic Segmentation

Score
86
★ 1.7k ⑂ 391
Python
lightly-ai
lightly-ai
lightly-train

All-in-one training for vision models (YOLO, ViTs, RT-DETR, DINOv3): pretraining, fine-tuning, distillation.

Score
98
★ 1.6k ⑂ 89 +3/day
Python
QingyongHu
QingyongHu
RandLA-Net

🔥RandLA-Net in Tensorflow (CVPR 2020, Oral & IEEE TPAMI 2021)

Score
84
★ 1.6k ⑂ 335 +1/day
Python
MIC-DKFZ
MIC-DKFZ
medicaldetectiontoolkit

The Medical Detection Toolkit contains 2D + 3D implementations of prevalent object detectors such as Mask R-CNN, Retina Net, Retina U-Net, as well as a training and inference framework focused on dealing with medical images.

Score
83
★ 1.4k ⑂ 294
Python
The-AI-Summer
The-AI-Summer
Deep-Learning-In-Production

Build, train, deploy, scale and maintain deep learning models. Understand ML infrastructure and MLOps using hands-on examples.

Score
81
★ 1.3k ⑂ 264
Jupyter Notebook
GoGoDuck912
GoGoDuck912
Self-Correction-Human-Parsing

An out-of-box human parsing representation extractor.

Score
81
★ 1.2k ⑂ 269 +2/day
Jupyter Notebook
BR-IDL
BR-IDL
PaddleViT

:robot: PaddleViT: State-of-the-art Visual Transformer and MLP Models for PaddlePaddle 2.0+

Score
82
★ 1.2k ⑂ 328
Python
openvinotoolkit
openvinotoolkit
nncf

Neural Network Compression Framework for enhanced OpenVINO™ inference

Score
100
★ 1.2k ⑂ 299
Python
ayoolaolafenwa
ayoolaolafenwa
PixelLib

Visit PixelLib's official documentation https://pixellib.readthedocs.io/en/latest/

Score
80
★ 1.1k ⑂ 267
Python
qqlu
qqlu
Entity

EntitySeg Toolbox: Towards Open-World and High-Quality Image Segmentation

Score
76
★ 1.0k ⑂ 62 +1/day
Jupyter Notebook
xiaoyufenfei
xiaoyufenfei
Efficient-Segmentation-Networks

Lightweight models for real-time semantic segmentationon PyTorch (include SQNet, LinkNet, SegNet, UNet, ENet, ERFNet, EDANet, ESPNet, ESPNetv2, LEDNet, ESNet, FSSNet, CGNet, DABNet, Fast-SCNN, ContextNet, FPENet, etc.)

Score
79
★ 1.0k ⑂ 167
Python
xinge008
xinge008
Cylinder3D

Rank 1st in the leaderboard of SemanticKITTI semantic segmentation (both single-scan and multi-scan) (Nov. 2020) (CVPR2021 Oral)

Score
41
★ 955 ⑂ 185
Python
voldemortX
voldemortX
pytorch-auto-drive

PytorchAutoDrive: Segmentation models (ERFNet, ENet, DeepLab, FCN...) and Lane detection models (SCNN, RESA, LSTR, LaneATT, BézierLaneNet...) based on PyTorch with fast training, visualization, benchmarking & deployment help

Score
32
★ 950 ⑂ 148 +1/day
Python
NVlabs
NVlabs
ODISE

Official PyTorch implementation of ODISE: Open-Vocabulary Panoptic Segmentation with Text-to-Image Diffusion Models [CVPR 2023 Highlight]

Score
27
★ 946 ⑂ 58
Python
sithu31296
sithu31296
semantic-segmentation

SOTA Semantic Segmentation Models in PyTorch

Score
36
★ 945 ⑂ 163
Python
nv-tlabs
nv-tlabs
GSCNN

Gated-Shape CNN for Semantic Segmentation (ICCV 2019)

Score
45
★ 938 ⑂ 200
Python
NVlabs
NVlabs
FasterViT

[ICLR 2024] Official PyTorch implementation of FasterViT: Fast Vision Transformers with Hierarchical Attention

Score
23
★ 919 ⑂ 69
Python
PRBonn
PRBonn
semantic-kitti-api

SemanticKITTI API for visualizing dataset, processing data, and evaluating results.

Score
78
★ 896 ⑂ 194
Python
wasidennis
wasidennis
AdaptSegNet

Learning to Adapt Structured Output Space for Semantic Segmentation, CVPR 2018 (spotlight)

Score
77
★ 859 ⑂ 209
Python
pengsongyou
pengsongyou
openscene

[CVPR'23] OpenScene: 3D Scene Understanding with Open Vocabularies

Score
33
★ 835 ⑂ 70 +2/day
Python
fregu856
fregu856
deeplabv3

PyTorch implementation of DeepLabV3, trained on the Cityscapes dataset.

Score
75
★ 815 ⑂ 180
Python
sthalles
sthalles
deeplab_v3

Tensorflow Implementation of the Semantic Segmentation DeepLab_V3 CNN

Score
50
★ 802 ⑂ 281
Jupyter Notebook
guanfuchen
guanfuchen
semseg

常用的语义分割架构结构综述以及代码复现

Score
75
★ 791 ⑂ 161
Python
mhamilton723
mhamilton723
STEGO

Unsupervised Semantic Segmentation by Distilling Feature Correspondences

Score
74
★ 790 ⑂ 157
Jupyter Notebook
DrSleep
DrSleep
light-weight-refinenet

Light-Weight RefineNet for Real-Time Semantic Segmentation

Score
73
★ 739 ⑂ 162
Python
akirasosa
akirasosa
mobile-semantic-segmentation

Real-Time Semantic Segmentation in Mobile device

Score
0
★ 721 ⑂ 133
Python
yandex-research
yandex-research
ddpm-segmentation

Label-Efficient Semantic Segmentation with Diffusion Models (ICLR'2022)

Score
70
★ 718 ⑂ 66
Python
deepVector
deepVector
geospatial-machine-learning

A curated list of resources focused on Machine Learning in Geospatial Data Science.

Score
72
★ 703 ⑂ 166
TuSimple
TuSimple
TuSimple-DUC

Understanding Convolution for Semantic Segmentation

Score
69
★ 610 ⑂ 112
Python
isht7
isht7
pytorch-deeplab-resnet

DeepLab resnet v2 model in pytorch

Score
69
★ 602 ⑂ 115
Python
jasonmanesis
jasonmanesis
Satellite-Imagery-Datasets-Containing-Ships

This repository provides a comprehensive list of radar and optical satellite datasets curated for ship detection, classification, semantic segmentation, and instance segmentation tasks. These datasets are ideal for applications in computer vision, machine learning, remote sensing, and maritime analysis.

Score
64
★ 596 ⑂ 76
rayleizhu
rayleizhu
BiFormer

[CVPR 2023] Official code release of our paper "BiFormer: Vision Transformer with Bi-Level Routing Attention"

Score
61
★ 581 ⑂ 41
Python
thuyngch
thuyngch
Human-Segmentation-PyTorch

Human segmentation models, training/inference code, and trained weights, implemented in PyTorch

Score
68
★ 574 ⑂ 112
Jupyter Notebook
gmalivenko
gmalivenko
awesome-computer-vision-models

A list of popular deep learning models related to classification, segmentation and detection problems

Score
64
★ 543 ⑂ 94
Related Topics
#deep-learning#computer-vision#pytorch#object-detection#machine-learning#image-classification#image-segmentation#tensorflow#python#classification#segmentation#instance-segmentation

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