Continual Learning on PASCAL VOC 2012

Metric: mIoU (higher is better)

LeaderboardDataset

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Results

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#	Model↕	mIoU▼	Augmentations	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	MBS	77.19	No	Mitigating Background Shift in Class-Incremental...	2024-07-16	Code
4	SATS-M	76.61	No	SATS: Self-Attention Transfer for Continual Sema...	2022-03-15	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	SATS-M	69.27	No	SATS: Self-Attention Transfer for Continual Sema...	2022-03-15	Code
8	SSUL-M	68.58	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
9	SSUL	67.61	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
10	SSUL+AWT	67.6	No	Attribution-aware Weight Transfer: A Warm-Start ...	2022-10-13	Code
11	SSUL-M	64.12	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
12	SSUL	64.01	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
13	SATS	61.6	No	SATS: Self-Attention Transfer for Continual Sema...	2022-03-15	Code
14	PLOPLong	61.21	No	Tackling Catastrophic Forgetting and Background ...	2021-06-29	Code
15	SSUL+AWT	60.7	No	Attribution-aware Weight Transfer: A Warm-Start ...	2022-10-13	Code
16	RCNet-101	59.4	No	Representation Compensation Networks for Continu...	2022-03-10	Code
17	SSUL	59.25	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
18	RCNet-101	54.7	No	Representation Compensation Networks for Continu...	2022-03-10	Code
19	PLOP	54.64	No	PLOP: Learning without Forgetting for Continual ...	2020-11-23	Code
20	SSUL-M	53.5	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
21	SSUL	50.87	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
22	SDR	48.7	No	Continual Semantic Segmentation via Repulsion-At...	2021-03-10	-
23	PLOP	46.5	No	PLOP: Learning without Forgetting for Continual ...	2020-11-23	Code
24	PLOPLong	40.83	No	Tackling Catastrophic Forgetting and Background ...	2021-06-29	Code
25	MiB	39.9	No	Modeling the Background for Incremental Learning...	2020-02-03	Code
26	SDR	39.5	No	Continual Semantic Segmentation via Repulsion-At...	2021-03-10	-
27	RCNet-101	34.3	No	Representation Compensation Networks for Continu...	2022-03-10	Code
28	PLOP	30.45	No	PLOP: Learning without Forgetting for Continual ...	2020-11-23	Code
29	MiB	29.29	No	PLOP: Learning without Forgetting for Continual ...	2020-11-23	Code
30	SDR	25.1	No	Continual Semantic Segmentation via Repulsion-At...	2021-03-10	-
31	MiB	20.1	No	Modeling the Background for Incremental Learning...	2020-02-03	Code
32	RCNet-101	18.2	No	Representation Compensation Networks for Continu...	2022-03-10	Code
33	SDR	14.3	No	Continual Semantic Segmentation via Repulsion-At...	2021-03-10	-
34	ILT	9.2	No	Incremental Learning Techniques for Semantic Seg...	2019-07-31	Code
35	PLOP	8.4	No	PLOP: Learning without Forgetting for Continual ...	2020-11-23	Code
36	ILT	7.9	No	Incremental Learning Techniques for Semantic Seg...	2019-07-31	Code
37	MiB	6.9	No	Modeling the Background for Incremental Learning...	2020-02-03	Code
38	ILT	5.5	No	Incremental Learning Techniques for Semantic Seg...	2019-07-31	Code
39	LWF	5.5	No	Learning without Forgetting	2016-06-29	Code
40	ILT	5.4	No	Incremental Learning Techniques for Semantic Seg...	2019-07-31	Code
41	LWF	5.3	No	Learning without Forgetting	2016-06-29	Code
42	LWF	4.8	No	Learning without Forgetting	2016-06-29	Code
43	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
#3MBS
77.19
mIoU· 2024-07-16
Mitigating Background Shift in Class-Incremental Semantic Segmentation Code
#4SATS-MSOTA
76.61
mIoU· 2022-03-15
SATS: Self-Attention Transfer for Continual Semantic Segmentation Code
#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
#7SATS-M
69.27
mIoU· 2022-03-15
SATS: Self-Attention Transfer for Continual Semantic Segmentation Code
#8SSUL-M
68.58
mIoU· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#9SSUL
67.61
mIoU· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#10SSUL+AWT
67.6
mIoU· 2022-10-13
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation Code
#11SSUL-M
64.12
mIoU· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#12SSUL
64.01
mIoU· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#13SATS
61.6
mIoU· 2022-03-15
SATS: Self-Attention Transfer for Continual Semantic Segmentation Code
#14PLOPLong
61.21
mIoU· 2021-06-29
Tackling Catastrophic Forgetting and Background Shift in Continual Semantic Segmentation Code
#15SSUL+AWT
60.7
mIoU· 2022-10-13
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation Code
#16RCNet-101
59.4
mIoU· 2022-03-10
Representation Compensation Networks for Continual Semantic Segmentation Code
#17SSUL
59.25
mIoU· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#18RCNet-101
54.7
mIoU· 2022-03-10
Representation Compensation Networks for Continual Semantic Segmentation Code
#19PLOPSOTA
54.64
mIoU· 2020-11-23
PLOP: Learning without Forgetting for Continual Semantic Segmentation Code
#20SSUL-M
53.5
mIoU· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#21SSUL
50.87
mIoU· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#22SDR
48.7
mIoU· 2021-03-10
Continual Semantic Segmentation via Repulsion-Attraction of Sparse and Disentangled Latent Representations
#23PLOP
46.5
mIoU· 2020-11-23
PLOP: Learning without Forgetting for Continual Semantic Segmentation Code
#24PLOPLong
40.83
mIoU· 2021-06-29
Tackling Catastrophic Forgetting and Background Shift in Continual Semantic Segmentation Code
#25MiBSOTA
39.9
mIoU· 2020-02-03
Modeling the Background for Incremental Learning in Semantic Segmentation Code
#26SDR
39.5
mIoU· 2021-03-10
Continual Semantic Segmentation via Repulsion-Attraction of Sparse and Disentangled Latent Representations
#27RCNet-101
34.3
mIoU· 2022-03-10
Representation Compensation Networks for Continual Semantic Segmentation Code
#28PLOP
30.45
mIoU· 2020-11-23
PLOP: Learning without Forgetting for Continual Semantic Segmentation Code
#29MiB
29.29
mIoU· 2020-11-23
PLOP: Learning without Forgetting for Continual Semantic Segmentation Code
#30SDR
25.1
mIoU· 2021-03-10
Continual Semantic Segmentation via Repulsion-Attraction of Sparse and Disentangled Latent Representations
#31MiB
20.1
mIoU· 2020-02-03
Modeling the Background for Incremental Learning in Semantic Segmentation Code
#32RCNet-101
18.2
mIoU· 2022-03-10
Representation Compensation Networks for Continual Semantic Segmentation Code
#33SDR
14.3
mIoU· 2021-03-10
Continual Semantic Segmentation via Repulsion-Attraction of Sparse and Disentangled Latent Representations
#34ILTSOTA
9.2
mIoU· 2019-07-31
Incremental Learning Techniques for Semantic Segmentation Code
#35PLOP
8.4
mIoU· 2020-11-23
PLOP: Learning without Forgetting for Continual Semantic Segmentation Code
#36ILT
7.9
mIoU· 2019-07-31
Incremental Learning Techniques for Semantic Segmentation Code
#37MiB
6.9
mIoU· 2020-02-03
Modeling the Background for Incremental Learning in Semantic Segmentation Code
#38ILT
5.5
mIoU· 2019-07-31
Incremental Learning Techniques for Semantic Segmentation Code
#39LWFSOTA
5.5
mIoU· 2016-06-29
Learning without Forgetting Code
#40ILT
5.4
mIoU· 2019-07-31
Incremental Learning Techniques for Semantic Segmentation Code
#41LWF
5.3
mIoU· 2016-06-29
Learning without Forgetting Code
#42LWF
4.8
mIoU· 2016-06-29
Learning without Forgetting Code
#43LWF
4.3
mIoU· 2016-06-29
Learning without Forgetting Code