awesome-semantic-segmentation
github.com/damminhtien/awesome-semantic-segmentation ↗awesome-semantic-segmentation - list of awesome things around semantic segmentation :tada:
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A curated list of useful resources around semantic segmentation :tada:Timeline / breakthroughs of semantic segmentationArchitecture families and real-time modelsReview list of semantic segmentationCase studies / competitions / practical referencesDatasetsFrameworks for segmentationRelated techniquesSegmentation in production
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Add the Context Awesome MCP server to Claude, Cursor, or any MCP client, then ask:
"Show me older competition write-ups that are still educational resources from awesome-semantic-segmentation"
Installation instructions →What's inside
Case studies / competitions / practical references
- 1st placeOlder competition write-ups that are still educational
- 1st placeOlder competition write-ups that are still educational
- 4th placeOlder competition write-ups that are still educational
- BlogOlder competition write-ups that are still educational
- BlogOlder competition write-ups that are still educational
- Cityscapes Benchmark SuiteAutonomous driving and street-scene parsing
Review list of semantic segmentation
- A 2021 guide to Semantic SegmentationOlder but still useful references
- An overview of semantic image segmentationOlder but still useful references
- A Survey of Semantic Segmentation (2016)Older but still useful references
- A Survey on Continual Semantic Segmentation: Theory, Challenge, Method and ApplicationGeneral reviews and surveys
- A Survey on Training-free Open-Vocabulary Semantic SegmentationGeneral reviews and surveys
- CS231n Lecture: Detection and SegmentationOlder but still useful references
Datasets
- ADE20KGeneral-purpose scene parsing / street scenes
Scene parsing benchmark , paper
- Awesome segmentation & saliency datasetsMedical / foundation-scale / other useful datasets
repo
- BDD100KGeneral-purpose scene parsing / street scenes
paper
- CamVidMedical / foundation-scale / other useful datasets
paper
- CityscapesGeneral-purpose scene parsing / street scenes
benchmark , paper
- COCO-StuffGeneral-purpose scene parsing / street scenes
paper
Related techniques
- A technical report on convolution arithmeticClassical dense-prediction building blocks
- Atrous / Dilated ConvolutionClassical dense-prediction building blocks
- CRF for semantic segmentationClassical dense-prediction building blocks
- Transpose ConvolutionClassical dense-prediction building blocks
- UnpoolingClassical dense-prediction building blocks
Timeline / breakthroughs of semantic segmentation
- BiSeNetA compact reading path by era
- FCNA compact reading path by era
- MaskFormerA compact reading path by era
- SETRA compact reading path by era
Frameworks for segmentation
- CSAILVision/semantic-segmentation-pytorchDomain-specific frameworks
repo
- Detectron2General-purpose research / production frameworks
Docs
- divamgupta/image-segmentation-kerasOlder but still educational frameworks / repos
- HRNet-Semantic-SegmentationDomain-specific frameworks
repo
- Hugging Face semantic segmentation docsGeneral-purpose research / production frameworks
Model docs
- MMSegmentationGeneral-purpose research / production frameworks
Docs
Architecture families and real-time models
- Mask2FormerSpecialized directions
- SANSpecialized directions
- U-NetSpecialized directions
Segmentation in production
- MONAI Deploy App SDKProduction reading order
- nnU-NetProduction reading order
- SAMProduction reading order
- TAO ToolkitProduction reading order
- TensorRT quick startProduction reading order
- TorchGeo tutorialProduction reading order
Showing a sample of 71 resources. View the full list on GitHub →