Class-Incremental Semantic Segmentation on ADE20K

Metric: mIoU (higher is better)

LeaderboardDataset

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Results

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#	Model↕	mIoU▼	Extra Data	Paper	Date↕	Code
1	MBS	45.7	No	Mitigating Background Shift in Class-Incremental...	2024-07-16	Code
2	MBS	45.4	No	Mitigating Background Shift in Class-Incremental...	2024-07-16	Code
3	MBS	42.8	No	Mitigating Background Shift in Class-Incremental...	2024-07-16	Code
4	MiB+AWT	35.6	No	Attribution-aware Weight Transfer: A Warm-Start ...	2022-10-13	Code
5	SSUL-M	34.56	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
6	RCNet-101	34.5	No	Representation Compensation Networks for Continu...	2022-03-10	Code
7	SSUL-M	34.37	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
8	SSUL	33.58	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
9	MiB+AWT	33.5	No	Attribution-aware Weight Transfer: A Warm-Start ...	2022-10-13	Code
10	PLOP	32.94	No	PLOP: Learning without Forgetting for Continual ...	2020-11-23	Code
11	MiB	32.79	No	PLOP: Learning without Forgetting for Continual ...	2020-11-23	Code
12	RCNet-101	32.5	No	Representation Compensation Networks for Continu...	2022-03-10	Code
13	SSUL	32.48	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
14	MiB+AWT	31.1	No	Attribution-aware Weight Transfer: A Warm-Start ...	2022-10-13	Code
15	PLOP	30.4	No	PLOP: Learning without Forgetting for Continual ...	2020-11-23	Code
16	SSUL-M	29.77	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
17	RCNet-101	29.6	No	Representation Compensation Networks for Continu...	2022-03-10	Code
18	SSUL	29.56	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
19	MiB	29.31	No	PLOP: Learning without Forgetting for Continual ...	2020-11-23	Code
20	PLOP	28.75	No	PLOP: Learning without Forgetting for Continual ...	2020-11-23	Code
21	MiB	25.96	No	PLOP: Learning without Forgetting for Continual ...	2020-11-23	Code
22	ILT	0.5	No	Incremental Learning Techniques for Semantic Seg...	2019-07-31	Code

#1MBSSOTA
45.7
mIoU· 2024-07-16
Mitigating Background Shift in Class-Incremental Semantic Segmentation Code
#2MBS
45.4
mIoU· 2024-07-16
Mitigating Background Shift in Class-Incremental Semantic Segmentation Code
#3MBS
42.8
mIoU· 2024-07-16
Mitigating Background Shift in Class-Incremental Semantic Segmentation Code
#4MiB+AWTSOTA
35.6
mIoU· 2022-10-13
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation Code
#5SSUL-MSOTA
34.56
mIoU· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#6RCNet-101
34.5
mIoU· 2022-03-10
Representation Compensation Networks for Continual Semantic Segmentation Code
#7SSUL-M
34.37
mIoU· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#8SSUL
33.58
mIoU· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#9MiB+AWT
33.5
mIoU· 2022-10-13
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation Code
#10PLOPSOTA
32.94
mIoU· 2020-11-23
PLOP: Learning without Forgetting for Continual Semantic Segmentation Code
#11MiB
32.79
mIoU· 2020-11-23
PLOP: Learning without Forgetting for Continual Semantic Segmentation Code
#12RCNet-101
32.5
mIoU· 2022-03-10
Representation Compensation Networks for Continual Semantic Segmentation Code
#13SSUL
32.48
mIoU· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#14MiB+AWT
31.1
mIoU· 2022-10-13
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation Code
#15PLOP
30.4
mIoU· 2020-11-23
PLOP: Learning without Forgetting for Continual Semantic Segmentation Code
#16SSUL-M
29.77
mIoU· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#17RCNet-101
29.6
mIoU· 2022-03-10
Representation Compensation Networks for Continual Semantic Segmentation Code
#18SSUL
29.56
mIoU· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#19MiB
29.31
mIoU· 2020-11-23
PLOP: Learning without Forgetting for Continual Semantic Segmentation Code
#20PLOP
28.75
mIoU· 2020-11-23
PLOP: Learning without Forgetting for Continual Semantic Segmentation Code
#21MiB
25.96
mIoU· 2020-11-23
PLOP: Learning without Forgetting for Continual Semantic Segmentation Code
#22ILTSOTA
0.5
mIoU· 2019-07-31
Incremental Learning Techniques for Semantic Segmentation Code