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qubvel-org /segmentation_models.pytorch

Star11.2k

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

computer-vision models image-processing transformers pytorch imagenet segmentation image-segmentation unet dpt semantic-segmentation pretrained-weights pspnet fpn deeplabv3 unet-pytorch deeplab-v3-plus segmentation-models unetplusplus segformer

UpdatedDec 1, 2025
Python

DavidLandup0 /deepvision

Star41

PyTorch and TensorFlow/Keras image models with automatic weight conversions and equal API/implementations - Vision Transformer (ViT), ResNetV2, EfficientNetV2, NeRF, SegFormer, MixTransformer, (planned...) DeepLabV3+, ConvNeXtV2, YOLO, etc.

visualization computer-vision deep-learning tensorflow evaluation keras pytorch image-classification resnet pretrained-models semantic-segmentation nerf cnn-classification pytorch-lightning neural-radiance-fields vision-transformer efficientnetv2 segformer

UpdatedJul 1, 2023
Python

deep-diver /segformer-tf-transformers

Sponsor

Star30

This repository demonstrates how to use TensorFlow based SegFormer model in 🤗 transformers package.

tensorflow keras transformers semantic-segmentation huggingface segformer

UpdatedJul 25, 2022
Jupyter Notebook

ACSEkevin /An-Overview-of-Segformer-and-Details-Description

Star17

This repository provides an overview of Segformer, architecture encoder in particular. Some details of Segformer can be misleaded, thus makes a short description here to help understand the model. Meanwhile, the code (Keras/TensorFlow) is also provided for supporting.

deep-learning segmentation keras-tensorflow self-attention segformer

UpdatedApr 27, 2023
Python

jiaowoguanren0615 /SegFormer-Pytorch

Star11

This is a warehouse for SegFormer-pytorch-model, can be used to train your image datasets for segmentation tasks.

mit computer-vision pytorch segmentation vision-transformer segformer

UpdatedJul 17, 2024
Python

IMvision12 /SegFormer-tf

Star10

A Keras 3 Implementation of "SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers"

tensorflow transformer segmentation image-segmentation semantic-segmentation segformer

UpdatedMar 1, 2024
Jupyter Notebook

jsten07 /CNNvsTransformer

Star8

Comparing CNN- and Transformer-Based Deep Learning Models for Semantic Segmentation of Remote Sensing Images. Specifically looking at different configurations of U-Net and SegFormer applied to Potsdam, Vaihingen and FloodNet dataset.

cnn pytorch transformer remote-sensing unet semantic-segmentation isprs segformer floodnet

UpdatedFeb 7, 2024
Jupyter Notebook

Mr-TalhaIlyas /segformer

Star7

PyTorch Implementation of SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers

transformers segmentation cityscapes segformer

UpdatedFeb 9, 2023
Python

mehran-tarif /AgriSegment

Star7

AgriSegment — A multi-modal plant segmentation suite for agricultural research. It offers four FastAPI-powered tools—Hybrid (SegFormer + SAM), Interactive (real-time SAM), Semantic (batch SegFormer), and Panoptic (Mask2Former)—making AI-driven plant segmentation accessible to non-programmers.

computer-vision deep-learning agriculture image-analysis semantic-segmentation agronomy precision-agriculture instance-segmentation panoptic-segmentation fastapi plant-segmentation segformer segment-anything mask2former

UpdatedSep 30, 2025
HTML

satya15july /semanticseg_arch_evaluation

Star6

Real time Semantic Segmentation on Cityscapes dataset.

semantic-segmentation semantic-segmentation-models segformer realtime-semantic-segmentation a2fpn

UpdatedFeb 9, 2023
Python

OSSome01 /semseg

Star6

Tackling the challenges of off-road environment navigation through Attention Guided Off-Road Semantic Segmentation.

deep-learning unet attention-mechanism semantic-segmentation attention-unet rugd rellis-3d segformer

UpdatedAug 15, 2023
Python

RSandAI /HistRoadSegformer

Star5

Official implementation of "Automatic Road Extraction from Historical Maps Using Transformer-Based SegFormers".

transformers remote-sensing road-segmentation segformer

UpdatedDec 23, 2024
Jupyter Notebook

oValach /RailSafeNet

Star4

Repository of the paper: RailSafeNet: Visual Scene Understanding for Tram Safety

image-processing transformers object-detection image-segmentation pedestrian-detection distance-estimation segformer yolov8 human-safety trafic-safety

UpdatedJul 14, 2025
Python

hugozanini /segformer-clothes-tfjs

Star4

Clothes semantic segmentation with Transformers

react javascript computer-vision realtime semantic-segmentation tensorflowjs clothes-segmentation segformer

UpdatedSep 17, 2023
JavaScript

innat /medic-ai

Star4

AI Toolkit for Healthcare Imaging in Keras 3

computer-vision deep-learning tensorflow keras pytorch medical-image-processing jax 2d-medical-imaging vision-transformer transunet 3d-medical-imaging-segmentation unetr segformer ai-healthcare swin-unetr 3d-medical-imaging

UpdatedDec 15, 2025
Jupyter Notebook

Junior24844 /AI-VFX

Star3

🎥 Generate stunning videos with AI and cinematic effects using our user-friendly tool. Create and share visuals effortlessly with ease.

video ai deep-learning image-processing pytorch video-processing openai free vfx compositor nerf visual-effects depth-estimation background-removal video-ai segformer stable-diffusion ai-motion-controls

UpdatedDec 17, 2025
JavaScript

maxkokot /Semantic-Segmentation-of-Drone-Images

Star3

Semantic Segmentation of Drone Images With Hugging Face and MLflow

python computer-vision deep-learning transformers transfer-learning image-segmentation fine-tuning mlops mlflow huggingface segformer

UpdatedDec 4, 2024
Python

puneetkakkar /road-damage-detection

Star3

An application for automatic road damage assessment using semantic segmentation on high-resolution images. The project helps municipal authorities and maintenance teams detect and prioritize road repairs, improving safety and reducing costs.

python opencv computer-vision transformers semantic-segmentation instance-segmentation vision-transformer road-damage-detection segformer dinov2