10-shot image generation on DADA-seg

Metric: mIoU (higher is better)

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#	Model↕	mIoU▼	Extra Data	Paper	Date↕	Code
1	MMUDA	46.97	Yes	Towards Robust Semantic Segmentation of Accident...	2022-03-19	Code
2	Trans4Trans	39.2	Yes	Trans4Trans: Efficient Transformer for Transpare...	2021-08-20	Code
3	EDCNet	32.04	Yes	Exploring Event-driven Dynamic Context for Accid...	2021-12-09	Code
4	SETR (PUP, Transformer-Large)	31.8	No	Rethinking Semantic Segmentation from a Sequence...	2020-12-31	Code
5	SETR (MLA, Transformer-Large)	30.4	No	Rethinking Semantic Segmentation from a Sequence...	2020-12-31	Code
6	ISSAFE	29.97	No	ISSAFE: Improving Semantic Segmentation in Accid...	2020-08-20	Code
7	BDL	29.66	No	Bidirectional Learning for Domain Adaptation of ...	2019-04-24	Code
8	CLAN	28.76	No	Taking A Closer Look at Domain Shift: Category-l...	2018-09-25	Code
9	HRNet (ACDC)	27.5	Yes	Deep High-Resolution Representation Learning for...	2019-08-20	Code
10	SegFormer (MiT-B3)	27	No	SegFormer: Simple and Efficient Design for Seman...	2021-05-31	Code
11	SIM	26.85	No	Differential Treatment for Stuff and Things: A S...	2020-03-18	Code
12	DeepLabV3+ (ACDC)	26.8	Yes	Encoder-Decoder with Atrous Separable Convolutio...	2018-02-07	Code
13	Fast-SCNN	26.32	No	Fast-SCNN: Fast Semantic Segmentation Network	2019-02-12	Code
14	Lawin Transformer	25.16	No	Lawin Transformer: Improving Semantic Segmentati...	2022-01-05	Code
15	FDA	24.45	No	FDA: Fourier Domain Adaptation for Semantic Segm...	2020-04-11	Code
16	ResNet-101	23.6	No	Deep Residual Learning for Image Recognition	2015-12-10	Code
17	DANet	22.24	No	Dual Attention Network for Scene Segmentation	2018-09-09	Code
18	SegFormer (MiT-B2)	21.2	No	SegFormer: Simple and Efficient Design for Seman...	2021-05-31	Code
19	SwiftNet (ResNet-18)	20.5	No	In Defense of Pre-trained ImageNet Architectures...	2019-03-20	Code
20	PSPNet (ResNet-101)	20.1	No	Pyramid Scene Parsing Network	2016-12-04	Code
21	ResNeSt (ResNeSt-101)	19.99	No	ResNeSt: Split-Attention Networks	2020-04-19	Code
22	DNL (ResNet-101)	19.7	No	Disentangled Non-Local Neural Networks	2020-06-11	Code
23	Semantic FPN (ResNet-101)	19.59	No	Panoptic Feature Pyramid Networks	2019-01-08	Code
24	ResNet-50	18.96	No	Deep Residual Learning for Image Recognition	2015-12-10	Code
25	MobileNetV3 (MobileNetV3small)	18.2	No	Searching for MobileNetV3	2019-05-06	Code
26	SegFormer (MiT-B1)	16.6	No	SegFormer: Simple and Efficient Design for Seman...	2021-05-31	Code
27	MobileNetV2	16.05	No	MobileNetV2: Inverted Residuals and Linear Bottl...	2018-01-13	Code
28	ERFNet	9	No	-	-	Code

#1MMUDASOTA
46.97
mIoU· Extra Data· 2022-03-19
Towards Robust Semantic Segmentation of Accident Scenes via Multi-Source Mixed Sampling and Meta-Learning Code
#2Trans4TransSOTA
39.2
mIoU· Extra Data· 2021-08-20
Trans4Trans: Efficient Transformer for Transparent Object and Semantic Scene Segmentation in Real-World Navigation Assistance Code
#3EDCNet
32.04
mIoU· Extra Data· 2021-12-09
Exploring Event-driven Dynamic Context for Accident Scene Segmentation Code
#4SETR (PUP, Transformer-Large)SOTA
31.8
mIoU· 2020-12-31
Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers Code
#5SETR (MLA, Transformer-Large)
30.4
mIoU· 2020-12-31
Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers Code
#6ISSAFESOTA
29.97
mIoU· 2020-08-20
ISSAFE: Improving Semantic Segmentation in Accidents by Fusing Event-based Data Code
#7BDLSOTA
29.66
mIoU· 2019-04-24
Bidirectional Learning for Domain Adaptation of Semantic Segmentation Code
#8CLANSOTA
28.76
mIoU· 2018-09-25
Taking A Closer Look at Domain Shift: Category-level Adversaries for Semantics Consistent Domain Adaptation Code
#9HRNet (ACDC)
27.5
mIoU· Extra Data· 2019-08-20
Deep High-Resolution Representation Learning for Visual Recognition Code
#10SegFormer (MiT-B3)
27
mIoU· 2021-05-31
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Code
#11SIM
26.85
mIoU· 2020-03-18
Differential Treatment for Stuff and Things: A Simple Unsupervised Domain Adaptation Method for Semantic Segmentation Code
#12DeepLabV3+ (ACDC)SOTA
26.8
mIoU· Extra Data· 2018-02-07
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Code
#13Fast-SCNN
26.32
mIoU· 2019-02-12
Fast-SCNN: Fast Semantic Segmentation Network Code
#14Lawin Transformer
25.16
mIoU· 2022-01-05
Lawin Transformer: Improving Semantic Segmentation Transformer with Multi-Scale Representations via Large Window Attention Code
#15FDA
24.45
mIoU· 2020-04-11
FDA: Fourier Domain Adaptation for Semantic Segmentation Code
#16ResNet-101SOTA
23.6
mIoU· 2015-12-10
Deep Residual Learning for Image Recognition Code
#17DANet
22.24
mIoU· 2018-09-09
Dual Attention Network for Scene Segmentation Code
#18SegFormer (MiT-B2)
21.2
mIoU· 2021-05-31
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Code
#19SwiftNet (ResNet-18)
20.5
mIoU· 2019-03-20
In Defense of Pre-trained ImageNet Architectures for Real-time Semantic Segmentation of Road-driving Images Code
#20PSPNet (ResNet-101)
20.1
mIoU· 2016-12-04
Pyramid Scene Parsing Network Code
#21ResNeSt (ResNeSt-101)
19.99
mIoU· 2020-04-19
ResNeSt: Split-Attention Networks Code
#22DNL (ResNet-101)
19.7
mIoU· 2020-06-11
Disentangled Non-Local Neural Networks Code
#23Semantic FPN (ResNet-101)
19.59
mIoU· 2019-01-08
Panoptic Feature Pyramid Networks Code
#24ResNet-50
18.96
mIoU· 2015-12-10
Deep Residual Learning for Image Recognition Code
#25MobileNetV3 (MobileNetV3small)
18.2
mIoU· 2019-05-06
Searching for MobileNetV3 Code
#26SegFormer (MiT-B1)
16.6
mIoU· 2021-05-31
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Code
#27MobileNetV2
16.05
mIoU· 2018-01-13
MobileNetV2: Inverted Residuals and Linear Bottlenecks Code
#28ERFNet
9
mIoU
No paperCode