Class Incremental Learning on PASCAL VOC 2012

Metric: mIoU (higher is better)

LeaderboardDataset

Loading chart...

Results

#	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