ML Research Wiki / Benchmarks / Semantic Segmentation / DADA-seg

DADA-seg

Semantic Segmentation Benchmark

Performance Over Time

📊 Showing 27 results | 📏 Metric: mIoU

Top Performing Models

Rank	Model	Paper	mIoU	Date	Code
1	MMUDA 📚	Towards Robust Semantic Segmentation of Accident Scenes via Multi-Source Mixed Sampling and Meta-Learning	46.97	2022-03-19	📦 xinyu-laura/mmuda
2	Trans4Trans 📚	Trans4Trans: Efficient Transformer for Transparent Object and Semantic Scene Segmentation in Real-World Navigation Assistance	39.20	2021-08-20	📦 jamycheung/Trans4Trans
3	EDCNet 📚	Exploring Event-driven Dynamic Context for Accident Scene Segmentation	32.04	2021-12-09	📦 jamycheung/ISSAFE
4	SETR (PUP, Transformer-Large)	Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers	31.80	2020-12-31	📦 PaddlePaddle/PaddleSeg 📦 BR-IDL/PaddleViT 📦 fudan-zvg/SETR 📦 gupta-abhay/setr-pytorch 📦 920232796/setr-pytorch
5	SETR (MLA, Transformer-Large)	Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers	30.40	2020-12-31	📦 PaddlePaddle/PaddleSeg 📦 BR-IDL/PaddleViT 📦 fudan-zvg/SETR 📦 gupta-abhay/setr-pytorch 📦 920232796/setr-pytorch
6	ISSAFE	ISSAFE: Improving Semantic Segmentation in Accidents by Fusing Event-based Data	29.97	2020-08-20	📦 jamycheung/ISSAFE
7	BDL	Bidirectional Learning for Domain Adaptation of Semantic Segmentation	29.66	2019-04-24	📦 liyunsheng13/BDL 📦 asbjrnmunk/mdd-unet 📦 Sudhir11292rt/myBDL
8	CLAN	Taking A Closer Look at Domain Shift: Category-level Adversaries for Semantics Consistent Domain Adaptation	28.76	2018-09-25	📦 RoyalVane/CLAN
9	HRNet (ACDC) 📚	Deep High-Resolution Representation Learning for Visual Recognition	27.50	2019-08-20	📦 open-mmlab/mmdetection 📦 PaddlePaddle/PaddleDetection 📦 open-mmlab/mmsegmentation
10	SegFormer (MiT-B3)	SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers	27.00	2021-05-31	📦 huggingface/transformers 📦 VikParuchuri/surya 📦 PaddlePaddle/PaddleSeg

All Papers (27)

Towards Robust Semantic Segmentation of Accident Scenes via Multi-Source Mixed Sampling and Meta-Learning

2022

MMUDA

xinyu-laura/mmuda

Trans4Trans: Efficient Transformer for Transparent Object and Semantic Scene Segmentation in Real-World Navigation Assistance

2021

Trans4Trans

jamycheung/Trans4Trans

Exploring Event-driven Dynamic Context for Accident Scene Segmentation

2021

EDCNet

jamycheung/ISSAFE

Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers

2020

SETR (PUP, Transformer-Large)

PaddlePaddle/PaddleSeg BR-IDL/PaddleViT

Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers

2020

SETR (MLA, Transformer-Large)

PaddlePaddle/PaddleSeg BR-IDL/PaddleViT

ISSAFE: Improving Semantic Segmentation in Accidents by Fusing Event-based Data

2020

ISSAFE

jamycheung/ISSAFE

Bidirectional Learning for Domain Adaptation of Semantic Segmentation

2019

BDL

liyunsheng13/BDL asbjrnmunk/mdd-unet Sudhir11292rt/myBDL

Taking A Closer Look at Domain Shift: Category-level Adversaries for Semantics Consistent Domain Adaptation

2018

CLAN

RoyalVane/CLAN

Deep High-Resolution Representation Learning for Visual Recognition

2019

HRNet (ACDC)

open-mmlab/mmdetection PaddlePaddle/PaddleDetection

SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers

2021

SegFormer (MiT-B3)

huggingface/transformers VikParuchuri/surya

Differential Treatment for Stuff and Things: A Simple Unsupervised Domain Adaptation Method for Semantic Segmentation

2020

SIM

SHI-Labs/Unsupervised-Domain-Adaptation-with-Differential-Treatment

Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation

2018

DeepLabV3+ (ACDC)

tensorflow/models tensorflow/models

Fast-SCNN: Fast Semantic Segmentation Network

2019

Fast-SCNN

open-mmlab/mmsegmentation PaddlePaddle/PaddleSeg

Lawin Transformer: Improving Semantic Segmentation Transformer with Multi-Scale Representations via Large Window Attention

2022

Lawin Transformer

sithu31296/semantic-segmentation yan-hao-tian/lawin pwc-1/Paper-9

FDA: Fourier Domain Adaptation for Semantic Segmentation

2020

FDA

albumentations-team/albumentations thuml/Transfer-Learning-Library YanchaoYang/FDA

Deep Residual Learning for Image Recognition

2015

ResNet-101

tensorflow/models tensorflow/models

Dual Attention Network for Scene Segmentation

2018

DANet

xmu-xiaoma666/External-Attention-pytorch open-mmlab/mmsegmentation

SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers

2021

SegFormer (MiT-B2)

huggingface/transformers VikParuchuri/surya

In Defense of Pre-trained ImageNet Architectures for Real-time Semantic Segmentation of Road-driving Images

2019

SwiftNet (ResNet-18)

XuJiacong/PIDNet orsic/swiftnet

Pyramid Scene Parsing Network

2016

PSPNet (ResNet-101)

tensorflow/models tensorflow/models

ResNeSt: Split-Attention Networks

2020

ResNeSt (ResNeSt-101)

rwightman/pytorch-image-models open-mmlab/mmdetection

Disentangled Non-Local Neural Networks

2020

DNL (ResNet-101)

open-mmlab/mmsegmentation PaddlePaddle/PaddleSeg

Panoptic Feature Pyramid Networks

2019

Semantic FPN (ResNet-101)

facebookresearch/detectron2 open-mmlab/mmdetection

Deep Residual Learning for Image Recognition

2015

ResNet-50

tensorflow/models tensorflow/models

Searching for MobileNetV3

2019

MobileNetV3 (MobileNetV3small)

tensorflow/models tensorflow/models

SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers

2021

SegFormer (MiT-B1)

huggingface/transformers VikParuchuri/surya

MobileNetV2: Inverted Residuals and Linear Bottlenecks

2018

MobileNetV2

tensorflow/models tensorflow/models

DADA-seg

Performance Over Time

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Top Performing Models

All Papers (27)

Towards Robust Semantic Segmentation of Accident Scenes via Multi-Source Mixed Sampling and Meta-Learning

Trans4Trans: Efficient Transformer for Transparent Object and Semantic Scene Segmentation in Real-World Navigation Assistance

Exploring Event-driven Dynamic Context for Accident Scene Segmentation

Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers

Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers

ISSAFE: Improving Semantic Segmentation in Accidents by Fusing Event-based Data

Bidirectional Learning for Domain Adaptation of Semantic Segmentation

Taking A Closer Look at Domain Shift: Category-level Adversaries for Semantics Consistent Domain Adaptation

Deep High-Resolution Representation Learning for Visual Recognition

SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers

Differential Treatment for Stuff and Things: A Simple Unsupervised Domain Adaptation Method for Semantic Segmentation

Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation

Fast-SCNN: Fast Semantic Segmentation Network

Lawin Transformer: Improving Semantic Segmentation Transformer with Multi-Scale Representations via Large Window Attention

FDA: Fourier Domain Adaptation for Semantic Segmentation

Deep Residual Learning for Image Recognition

Dual Attention Network for Scene Segmentation

SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers

In Defense of Pre-trained ImageNet Architectures for Real-time Semantic Segmentation of Road-driving Images

Pyramid Scene Parsing Network

ResNeSt: Split-Attention Networks

Disentangled Non-Local Neural Networks

Panoptic Feature Pyramid Networks

Deep Residual Learning for Image Recognition

Searching for MobileNetV3

SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers

MobileNetV2: Inverted Residuals and Linear Bottlenecks

Model	Paper	mIoU	Date
MMUDA	Towards Robust Semantic Segmentation of Accident …	46.97	2022-03-19
Trans4Trans	Trans4Trans: Efficient Transformer for Transparen…	39.20	2021-08-20
EDCNet	Exploring Event-driven Dynamic Context for Accide…	32.04	2021-12-09
SETR (PUP, Transformer-Large)	Rethinking Semantic Segmentation from a Sequence-…	31.80	2020-12-31
SETR (MLA, Transformer-Large)	Rethinking Semantic Segmentation from a Sequence-…	30.40	2020-12-31
ISSAFE	ISSAFE: Improving Semantic Segmentation in Accide…	29.97	2020-08-20
BDL	Bidirectional Learning for Domain Adaptation of S…	29.66	2019-04-24
CLAN	Taking A Closer Look at Domain Shift: Category-le…	28.76	2018-09-25
HRNet (ACDC)	Deep High-Resolution Representation Learning for …	27.50	2019-08-20
SegFormer (MiT-B3)	SegFormer: Simple and Efficient Design for Semant…	27.00	2021-05-31
SIM	Differential Treatment for Stuff and Things: A Si…	26.85	2020-03-18
DeepLabV3+ (ACDC)	Encoder-Decoder with Atrous Separable Convolution…	26.80	2018-02-07
Fast-SCNN	Fast-SCNN: Fast Semantic Segmentation Network	26.32	2019-02-12
Lawin Transformer	Lawin Transformer: Improving Semantic Segmentatio…	25.16	2022-01-05
FDA	FDA: Fourier Domain Adaptation for Semantic Segme…	24.45	2020-04-11
ResNet-101	Deep Residual Learning for Image Recognition	23.60	2015-12-10
DANet	Dual Attention Network for Scene Segmentation	22.24	2018-09-09
SegFormer (MiT-B2)	SegFormer: Simple and Efficient Design for Semant…	21.20	2021-05-31
SwiftNet (ResNet-18)	In Defense of Pre-trained ImageNet Architectures …	20.50	2019-03-20
PSPNet (ResNet-101)	Pyramid Scene Parsing Network	20.10	2016-12-04
ResNeSt (ResNeSt-101)	ResNeSt: Split-Attention Networks	19.99	2020-04-19
DNL (ResNet-101)	Disentangled Non-Local Neural Networks	19.70	2020-06-11
Semantic FPN (ResNet-101)	Panoptic Feature Pyramid Networks	19.59	2019-01-08
ResNet-50	Deep Residual Learning for Image Recognition	18.96	2015-12-10
MobileNetV3 (MobileNetV3small)	Searching for MobileNetV3	18.20	2019-05-06
SegFormer (MiT-B1)	SegFormer: Simple and Efficient Design for Semant…	16.60	2021-05-31
MobileNetV2	MobileNetV2: Inverted Residuals and Linear Bottle…	16.05	2018-01-13