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SotA/Medical/Semantic Segmentation/DADA-seg

Semantic Segmentation on DADA-seg

Metric: mIoU (higher is better)

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#Model↕mIoU▼Extra DataPaperDate↕Code
1MMUDA46.97YesTowards Robust Semantic Segmentation of Accident...2022-03-19Code
2Trans4Trans39.2YesTrans4Trans: Efficient Transformer for Transpare...2021-08-20Code
3EDCNet32.04YesExploring Event-driven Dynamic Context for Accid...2021-12-09Code
4SETR (PUP, Transformer-Large)31.8NoRethinking Semantic Segmentation from a Sequence...2020-12-31Code
5SETR (MLA, Transformer-Large)30.4NoRethinking Semantic Segmentation from a Sequence...2020-12-31Code
6ISSAFE29.97NoISSAFE: Improving Semantic Segmentation in Accid...2020-08-20Code
7BDL29.66NoBidirectional Learning for Domain Adaptation of ...2019-04-24Code
8CLAN28.76NoTaking A Closer Look at Domain Shift: Category-l...2018-09-25Code
9HRNet (ACDC)27.5YesDeep High-Resolution Representation Learning for...2019-08-20Code
10SegFormer (MiT-B3)27NoSegFormer: Simple and Efficient Design for Seman...2021-05-31Code
11SIM26.85NoDifferential Treatment for Stuff and Things: A S...2020-03-18Code
12DeepLabV3+ (ACDC)26.8YesEncoder-Decoder with Atrous Separable Convolutio...2018-02-07Code
13Fast-SCNN26.32NoFast-SCNN: Fast Semantic Segmentation Network2019-02-12Code
14Lawin Transformer25.16NoLawin Transformer: Improving Semantic Segmentati...2022-01-05Code
15FDA24.45NoFDA: Fourier Domain Adaptation for Semantic Segm...2020-04-11Code
16ResNet-10123.6NoDeep Residual Learning for Image Recognition2015-12-10Code
17DANet22.24NoDual Attention Network for Scene Segmentation2018-09-09Code
18SegFormer (MiT-B2)21.2NoSegFormer: Simple and Efficient Design for Seman...2021-05-31Code
19SwiftNet (ResNet-18)20.5NoIn Defense of Pre-trained ImageNet Architectures...2019-03-20Code
20PSPNet (ResNet-101)20.1NoPyramid Scene Parsing Network2016-12-04Code
21ResNeSt (ResNeSt-101)19.99NoResNeSt: Split-Attention Networks2020-04-19Code
22DNL (ResNet-101)19.7NoDisentangled Non-Local Neural Networks2020-06-11Code
23Semantic FPN (ResNet-101)19.59NoPanoptic Feature Pyramid Networks2019-01-08Code
24ResNet-5018.96NoDeep Residual Learning for Image Recognition2015-12-10Code
25MobileNetV3 (MobileNetV3small)18.2NoSearching for MobileNetV32019-05-06Code
26SegFormer (MiT-B1)16.6NoSegFormer: Simple and Efficient Design for Seman...2021-05-31Code
27MobileNetV216.05NoMobileNetV2: Inverted Residuals and Linear Bottl...2018-01-13Code
28ERFNet9No--Code