2D Semantic Segmentation on PASCAL VOC 2012

Metric: mIoU (higher is better)

LeaderboardDataset

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Results

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#	Model↕	mIoU▼	Extra Data	Paper	Date↕	Code
1	MBS	80.6	No	Mitigating Background Shift in Class-Incremental...	2024-07-16	Code
2	MBS	78.1	No	Mitigating Background Shift in Class-Incremental...	2024-07-16	Code
3	SATS-M	76.61	No	SATS: Self-Attention Transfer for Continual Sema...	2022-03-15	Code
4	LGKD	75.7	No	-	-	Code
5	SATS	74.48	No	SATS: Self-Attention Transfer for Continual Sema...	2022-03-15	Code
6	SSUL-M	71.37	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
7	SSUL-M	68.58	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
8	SSUL	67.61	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
9	SSUL+AWT	67.6	No	Attribution-aware Weight Transfer: A Warm-Start ...	2022-10-13	Code
10	SSUL	64.01	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
11	PLOPLong	61.21	No	Tackling Catastrophic Forgetting and Background ...	2021-06-29	Code
12	RCNet-101	59.4	No	Representation Compensation Networks for Continu...	2022-03-10	Code
13	RCNet-101	54.7	No	Representation Compensation Networks for Continu...	2022-03-10	Code
14	PLOP	54.64	No	PLOP: Learning without Forgetting for Continual ...	2020-11-23	Code
15	SSUL-M	53.5	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
16	SSUL	50.87	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
17	SDR	48.7	No	Continual Semantic Segmentation via Repulsion-At...	2021-03-10	-
18	PLOP	46.5	No	PLOP: Learning without Forgetting for Continual ...	2020-11-23	Code
19	MiB	39.9	No	Modeling the Background for Incremental Learning...	2020-02-03	Code
20	SDR	39.5	No	Continual Semantic Segmentation via Repulsion-At...	2021-03-10	-
21	MiB	29.29	No	PLOP: Learning without Forgetting for Continual ...	2020-11-23	Code
22	RCNet-101	18.2	No	Representation Compensation Networks for Continu...	2022-03-10	Code
23	SDR	14.3	No	Continual Semantic Segmentation via Repulsion-At...	2021-03-10	-
24	ILT	9.2	No	Incremental Learning Techniques for Semantic Seg...	2019-07-31	Code
25	PLOP	8.4	No	PLOP: Learning without Forgetting for Continual ...	2020-11-23	Code
26	ILT	7.9	No	Incremental Learning Techniques for Semantic Seg...	2019-07-31	Code
27	MiB	6.9	No	Modeling the Background for Incremental Learning...	2020-02-03	Code
28	LWF	5.5	No	Learning without Forgetting	2016-06-29	Code
29	ILT	5.4	No	Incremental Learning Techniques for Semantic Seg...	2019-07-31	Code
30	LWF	5.3	No	Learning without Forgetting	2016-06-29	Code
31	LWF	4.3	No	Learning without Forgetting	2016-06-29	Code

#1MBSSOTA
80.6
mIoU· 2024-07-16
Mitigating Background Shift in Class-Incremental Semantic Segmentation Code
#2MBS
78.1
mIoU· 2024-07-16
Mitigating Background Shift in Class-Incremental Semantic Segmentation Code
#3SATS-MSOTA
76.61
mIoU· 2022-03-15
SATS: Self-Attention Transfer for Continual Semantic Segmentation Code
#4LGKD
75.7
mIoU
No paperCode
#5SATS
74.48
mIoU· 2022-03-15
SATS: Self-Attention Transfer for Continual Semantic Segmentation Code
#6SSUL-MSOTA
71.37
mIoU· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#7SSUL-M
68.58
mIoU· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#8SSUL
67.61
mIoU· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#9SSUL+AWT
67.6
mIoU· 2022-10-13
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation Code
#10SSUL
64.01
mIoU· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#11PLOPLong
61.21
mIoU· 2021-06-29
Tackling Catastrophic Forgetting and Background Shift in Continual Semantic Segmentation Code
#12RCNet-101
59.4
mIoU· 2022-03-10
Representation Compensation Networks for Continual Semantic Segmentation Code
#13RCNet-101
54.7
mIoU· 2022-03-10
Representation Compensation Networks for Continual Semantic Segmentation Code
#14PLOPSOTA
54.64
mIoU· 2020-11-23
PLOP: Learning without Forgetting for Continual Semantic Segmentation Code
#15SSUL-M
53.5
mIoU· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#16SSUL
50.87
mIoU· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#17SDR
48.7
mIoU· 2021-03-10
Continual Semantic Segmentation via Repulsion-Attraction of Sparse and Disentangled Latent Representations
#18PLOP
46.5
mIoU· 2020-11-23
PLOP: Learning without Forgetting for Continual Semantic Segmentation Code
#19MiBSOTA
39.9
mIoU· 2020-02-03
Modeling the Background for Incremental Learning in Semantic Segmentation Code
#20SDR
39.5
mIoU· 2021-03-10
Continual Semantic Segmentation via Repulsion-Attraction of Sparse and Disentangled Latent Representations
#21MiB
29.29
mIoU· 2020-11-23
PLOP: Learning without Forgetting for Continual Semantic Segmentation Code
#22RCNet-101
18.2
mIoU· 2022-03-10
Representation Compensation Networks for Continual Semantic Segmentation Code
#23SDR
14.3
mIoU· 2021-03-10
Continual Semantic Segmentation via Repulsion-Attraction of Sparse and Disentangled Latent Representations
#24ILTSOTA
9.2
mIoU· 2019-07-31
Incremental Learning Techniques for Semantic Segmentation Code
#25PLOP
8.4
mIoU· 2020-11-23
PLOP: Learning without Forgetting for Continual Semantic Segmentation Code
#26ILT
7.9
mIoU· 2019-07-31
Incremental Learning Techniques for Semantic Segmentation Code
#27MiB
6.9
mIoU· 2020-02-03
Modeling the Background for Incremental Learning in Semantic Segmentation Code
#28LWFSOTA
5.5
mIoU· 2016-06-29
Learning without Forgetting Code
#29ILT
5.4
mIoU· 2019-07-31
Incremental Learning Techniques for Semantic Segmentation Code
#30LWF
5.3
mIoU· 2016-06-29
Learning without Forgetting Code
#31LWF
4.3
mIoU· 2016-06-29
Learning without Forgetting Code