10-shot image generation on CamVid

Metric: Mean IoU (higher is better)

LeaderboardDataset

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#	Model↕	Mean IoU▼	Extra Data	Paper	Date↕	Code
1	SERNet-Former	84.62	No	SERNet-Former: Semantic Segmentation by Efficien...	2024-01-28	Code
2	SIW	83.7	No	Scaling up Multi-domain Semantic Segmentation wi...	2022-02-04	-
3	DSNet-Base	83.32	No	DSNet: A Novel Way to Use Atrous Convolutions in...	2024-06-06	Code
4	RTFormer-Base	82.5	No	RTFormer: Efficient Design for Real-Time Semanti...	2022-10-13	Code
5	DeepLabV3Plus + SDCNetAug	81.7	Yes	Improving Semantic Segmentation via Video Propag...	2018-12-04	Code
6	ETC-Mobile	76.3	No	Efficient Semantic Video Segmentation with Per-f...	2020-02-26	Code
7	VideoGCRF	75.2	No	Deep Spatio-Temporal Random Fields for Efficient...	2018-07-03	-
8	DenseDecoder	70.9	No	-	-	-
9	EDANet	66.4	No	Efficient Dense Modules of Asymmetric Convolutio...	2018-09-17	Code
10	LMDNet	63.5	No	Efficient Road Lane Marking Detection with Deep ...	2018-09-11	-

#1SERNet-FormerSOTA
84.62
Mean IoU· 2024-01-28
SERNet-Former: Semantic Segmentation by Efficient Residual Network with Attention-Boosting Gates and Attention-Fusion Networks Code
#2SIWSOTA
83.7
Mean IoU· 2022-02-04
Scaling up Multi-domain Semantic Segmentation with Sentence Embeddings
#3DSNet-Base
83.32
Mean IoU· 2024-06-06
DSNet: A Novel Way to Use Atrous Convolutions in Semantic Segmentation Code
#4RTFormer-Base
82.5
Mean IoU· 2022-10-13
RTFormer: Efficient Design for Real-Time Semantic Segmentation with Transformer Code
#5DeepLabV3Plus + SDCNetAugSOTA
81.7
Mean IoU· Extra Data· 2018-12-04
Improving Semantic Segmentation via Video Propagation and Label Relaxation Code
#6ETC-Mobile
76.3
Mean IoU· 2020-02-26
Efficient Semantic Video Segmentation with Per-frame Inference Code
#7VideoGCRFSOTA
75.2
Mean IoU· 2018-07-03
Deep Spatio-Temporal Random Fields for Efficient Video Segmentation
#8DenseDecoder
70.9
Mean IoU
No paper
#9EDANet
66.4
Mean IoU· 2018-09-17
Efficient Dense Modules of Asymmetric Convolution for Real-Time Semantic Segmentation Code
#10LMDNet
63.5
Mean IoU· 2018-09-11
Efficient Road Lane Marking Detection with Deep Learning