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awesome-semantic-segmentation

by mrgloom

awesome listpushed over 5 years ago

metal awesome-semantic-segmentation

AI summary

Segmentation models

A curated list of semantic segmentation models and their implementations in various deep learning frameworks.

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What's in the list

445 links in 174 sections, with live GitHub stats.activeno commit in 2y

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1505.04597.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1511.00561.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1606.00915.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1605.06211.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1606.02147.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1707.03718.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1611.09326.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1511.07122.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1609.06694.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1704.08545.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / http://www.robesafe.uah.es/personal/eduardo.romera/pdfs/Romera17iv.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1611.06612.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1612.01105.pdf,https://hszhao.github.io/projects/pspnet/]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1505.04366.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1611.08323.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1703.02719.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1605.02264.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1702.08502.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1612.07695.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1708.04607.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1611.08408.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1705.06820.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1803.03816.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1802.10349.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1702.08502.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / http://presentations.cocodataset.org/COCO17-Stuff-FAIR.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/ftp/arxiv/papers/1802/1802.06955.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1804.03999.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1809.02983.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1811.11254.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1810.07810.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1808.00897.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1803.06815.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1804.09337.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1811.11721.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / http://openaccess.thecvf.com/content_cvpr_2018/papers/Yang_DenseASPP_for_Semantic_CVPR_2018_paper.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1902.04502.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1904.04514.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://hszhao.github.io/papers/eccv18_psanet.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1901.03784.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1805.04777.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1906.02849.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1904.02216.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1908.03093.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1803.08904.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1807.10165.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1903.11816.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://www.yongliangyang.net/docs/mobilePotrait_c&g19.pdf]

Networks by architecture / Semantic segmentation

Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1907.05740.pdf]

Networks by architecture / Instance aware segmentation

Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1611.07709.pdf]

Networks by architecture / Instance aware segmentation

Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1512.04412.pdf]

Networks by architecture / Instance aware segmentation

Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1506.06204.pdf]

Networks by architecture / Instance aware segmentation

Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1603.08695.pdf]

Networks by architecture / Instance aware segmentation

Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1703.06870.pdf]

Networks by architecture / Instance aware segmentation

Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1511.08250.pdf]

Networks by architecture / Instance aware segmentation

Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1612.08843.pdf]

Networks by architecture / Instance aware segmentation

Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1708.02813.pdf]

Networks by architecture / Instance aware segmentation

Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1803.01534.pdf]

Networks by architecture / Instance aware segmentation

Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1805.10180.pdf]

Networks by architecture / Instance aware segmentation

Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1806.00844.pdf]

Networks by architecture / Instance aware segmentation

Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1903.00241.pdf]

Networks by architecture / Instance aware segmentation

Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1909.07829.pdf]

Networks by architecture / Instance aware segmentation

Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1803.10683.pdf]

Networks by architecture / Instance aware segmentation

Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1904.02689.pdf]

Networks by architecture / Instance aware segmentation

Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1911.06667.pdf]

Networks by architecture / Instance aware segmentation

Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1908.07801.pdf]

Networks by architecture / Instance aware segmentation

Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1912.04488.pdf]

Networks by architecture / Instance aware segmentation

Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/2003.10152.pdf]

Networks by architecture / Instance aware segmentation

Networks by architecture / Weakly-supervised segmentation

Networks by architecture / Weakly-supervised segmentation / https://arxiv.org/pdf/1603.06098.pdf]

RNN

RNN / https://arxiv.org/pdf/1505.00393.pdf]

RNN

RNN / https://arxiv.org/pdf/1511.07053.pdf]

RNN

RNN / https://arxiv.org/pdf/1511.08250.pdf]

RNN

RNN / http://www.robots.ox.ac.uk/%7Eszheng/papers/CRFasRNN.pdf]

GANS

GANS / https://arxiv.org/pdf/1611.07004.pdf]

GANS

GANS / https://arxiv.org/pdf/1711.11585.pdf]

GANS

GANS / https://arxiv.org/pdf/1806.05034.pdf]

Graphical Models (CRF, MRF)

Datasets:

Benchmarks

Evaluation code

Starter code

Annotation Tools:

Results:

Metrics

Losses

Other lists

Medical image segmentation:

Medical image segmentation: / Sliding window approach

Medical image segmentation:

Satellite images segmentation

Satellite images segmentation / Data:

Video segmentation

Autonomous driving

Networks by framework (Older list)

Papers and Code (Older list)

To look at

Blog posts, other:

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