10-shot image generation on BDD100K val

Metric: mIoU (higher is better)

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#	Model↕	mIoU▼	Extra Data	Paper	Date↕	Code
1	VLTSeg	72.5	No	Strong but simple: A Baseline for Domain General...	2023-12-04	Code
2	SERNet-Former_v2	67.42	Yes	SERNet-Former: Semantic Segmentation by Efficien...	2024-01-28	Code
3	DSNet-Base	64.6	No	DSNet: A Novel Way to Use Atrous Convolutions in...	2024-06-06	Code
4	Deeplabv3+	63.6	No	Encoder-Decoder with Atrous Separable Convolutio...	2018-02-07	Code
5	DANet	62.8	No	Dual Attention Network for Scene Segmentation	2018-09-09	Code
6	PSPNet	62.3	No	Pyramid Scene Parsing Network	2016-12-04	Code
7	EMANet	61.4	No	Expectation-Maximization Attention Networks for ...	2019-07-31	Code
8	OCRNet	60.1	No	Segmentation Transformer: Object-Contextual Repr...	2019-09-24	Code
9	NiseNet	53.52	No	-	-	Code
10	APSNet	53.3	No	Amodal Panoptic Segmentation	2022-02-23	-
11	MRFP+(Ours) Resnet50	39.55	No	MRFP: Learning Generalizable Semantic Segmentati...	2023-11-30	Code
12	Resnet50	31.44	No	MRFP: Learning Generalizable Semantic Segmentati...	2023-11-30	Code

#1VLTSegSOTA
72.5
mIoU· 2023-12-04
Strong but simple: A Baseline for Domain Generalized Dense Perception by CLIP-based Transfer Learning Code
#2SERNet-Former_v2
67.42
mIoU· Extra Data· 2024-01-28
SERNet-Former: Semantic Segmentation by Efficient Residual Network with Attention-Boosting Gates and Attention-Fusion Networks Code
#3DSNet-Base
64.6
mIoU· 2024-06-06
DSNet: A Novel Way to Use Atrous Convolutions in Semantic Segmentation Code
#4Deeplabv3+SOTA
63.6
mIoU· 2018-02-07
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Code
#5DANet
62.8
mIoU· 2018-09-09
Dual Attention Network for Scene Segmentation Code
#6PSPNetSOTA
62.3
mIoU· 2016-12-04
Pyramid Scene Parsing Network Code
#7EMANet
61.4
mIoU· 2019-07-31
Expectation-Maximization Attention Networks for Semantic Segmentation Code
#8OCRNet
60.1
mIoU· 2019-09-24
Segmentation Transformer: Object-Contextual Representations for Semantic Segmentation Code
#9NiseNet
53.52
mIoU
No paperCode
#10APSNet
53.3
mIoU· 2022-02-23
Amodal Panoptic Segmentation
#11MRFP+(Ours) Resnet50
39.55
mIoU· 2023-11-30
MRFP: Learning Generalizable Semantic Segmentation from Sim-2-Real with Multi-Resolution Feature Perturbation Code
#12Resnet50
31.44
mIoU· 2023-11-30
MRFP: Learning Generalizable Semantic Segmentation from Sim-2-Real with Multi-Resolution Feature Perturbation Code