Class-Incremental Semantic Segmentation on PASCAL VOC 2012

Metric: Mean IoU (val) (higher is better)

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#	Model↕	Mean IoU (val)▼	Extra Data	Paper	Date↕	Code
1	MBS	82.6	No	Mitigating Background Shift in Class-Incremental...	2024-07-16	Code
2	SATS-M	78.72	No	SATS: Self-Attention Transfer for Continual Sema...	2022-03-15	Code
3	SATS	75.7	No	SATS: Self-Attention Transfer for Continual Sema...	2022-03-15	Code
4	SSUL-M	73.02	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
5	RCNet-101	72.4	No	Representation Compensation Networks for Continu...	2022-03-10	Code
6	SSUL+AWT	71.4	No	Attribution-aware Weight Transfer: A Warm-Start ...	2022-10-13	Code
7	SSUL	71.22	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
8	SDR	70.1	No	Continual Semantic Segmentation via Repulsion-At...	2021-03-10	-
9	PLOP	70.09	No	PLOP: Learning without Forgetting for Continual ...	2020-11-23	Code
10	MiB	70.08	No	PLOP: Learning without Forgetting for Continual ...	2020-11-23	Code
11	PLOPLong	69.37	No	Tackling Catastrophic Forgetting and Background ...	2021-06-29	Code
12	ILT	61.3	No	Incremental Learning Techniques for Semantic Seg...	2019-07-31	Code
13	LWF	55	No	Learning without Forgetting	2016-06-29	Code

#1MBSSOTA
82.6
Mean IoU (val)· 2024-07-16
Mitigating Background Shift in Class-Incremental Semantic Segmentation Code
#2SATS-MSOTA
78.72
Mean IoU (val)· 2022-03-15
SATS: Self-Attention Transfer for Continual Semantic Segmentation Code
#3SATS
75.7
Mean IoU (val)· 2022-03-15
SATS: Self-Attention Transfer for Continual Semantic Segmentation Code
#4SSUL-MSOTA
73.02
Mean IoU (val)· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#5RCNet-101
72.4
Mean IoU (val)· 2022-03-10
Representation Compensation Networks for Continual Semantic Segmentation Code
#6SSUL+AWT
71.4
Mean IoU (val)· 2022-10-13
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation Code
#7SSUL
71.22
Mean IoU (val)· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#8SDRSOTA
70.1
Mean IoU (val)· 2021-03-10
Continual Semantic Segmentation via Repulsion-Attraction of Sparse and Disentangled Latent Representations
#9PLOPSOTA
70.09
Mean IoU (val)· 2020-11-23
PLOP: Learning without Forgetting for Continual Semantic Segmentation Code
#10MiB
70.08
Mean IoU (val)· 2020-11-23
PLOP: Learning without Forgetting for Continual Semantic Segmentation Code
#11PLOPLong
69.37
Mean IoU (val)· 2021-06-29
Tackling Catastrophic Forgetting and Background Shift in Continual Semantic Segmentation Code
#12ILTSOTA
61.3
Mean IoU (val)· 2019-07-31
Incremental Learning Techniques for Semantic Segmentation Code
#13LWFSOTA
55
Mean IoU (val)· 2016-06-29
Learning without Forgetting Code