10-shot image generation 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	DenseAV	36.8	No	Separating the "Chirp" from the "Chat": Self-sup...	2024-06-09	Code
5	MiB+AWT	35.6	No	Attribution-aware Weight Transfer: A Warm-Start ...	2022-10-13	Code
6	SSUL-M	34.56	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
7	RCNet-101	34.5	No	Representation Compensation Networks for Continu...	2022-03-10	Code
8	SSUL-M	34.37	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
9	SSUL	33.58	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
10	MiB+AWT	33.5	No	Attribution-aware Weight Transfer: A Warm-Start ...	2022-10-13	Code
11	PLOP	32.94	No	PLOP: Learning without Forgetting for Continual ...	2020-11-23	Code
12	MiB	32.79	No	PLOP: Learning without Forgetting for Continual ...	2020-11-23	Code
13	RCNet-101	32.5	No	Representation Compensation Networks for Continu...	2022-03-10	Code
14	SSUL	32.48	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
15	MiB+AWT	31.1	No	Attribution-aware Weight Transfer: A Warm-Start ...	2022-10-13	Code
16	PLOP	30.4	No	PLOP: Learning without Forgetting for Continual ...	2020-11-23	Code
17	SSUL-M	29.77	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
18	RCNet-101	29.6	No	Representation Compensation Networks for Continu...	2022-03-10	Code
19	SSUL	29.56	No	SSUL: Semantic Segmentation with Unknown Label f...	2021-06-22	Code
20	MiB	29.31	No	PLOP: Learning without Forgetting for Continual ...	2020-11-23	Code
21	PLOP	28.75	No	PLOP: Learning without Forgetting for Continual ...	2020-11-23	Code
22	DAVENet	26.3	No	Jointly Discovering Visual Objects and Spoken Wo...	2018-04-04	-
23	MiB	25.96	No	PLOP: Learning without Forgetting for Continual ...	2020-11-23	Code
24	DenseAV	24.7	No	Separating the "Chirp" from the "Chat": Self-sup...	2024-06-09	Code
25	ImageBIND	20.5	No	ImageBind: One Embedding Space To Bind Them All	2023-05-09	Code
26	CAVMAE	19.9	No	Contrastive Audio-Visual Masked Autoencoder	2022-10-02	Code
27	ImageBIND	19.7	No	ImageBind: One Embedding Space To Bind Them All	2023-05-09	Code
28	DAVENet	18.1	No	Jointly Discovering Visual Objects and Spoken Wo...	2018-04-04	-
29	CAVMAE	17	No	Contrastive Audio-Visual Masked Autoencoder	2022-10-02	Code
30	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
#4DenseAVSOTA
36.8
mIoU· 2024-06-09
Separating the "Chirp" from the "Chat": Self-supervised Visual Grounding of Sound and Language Code
#5MiB+AWTSOTA
35.6
mIoU· 2022-10-13
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation Code
#6SSUL-MSOTA
34.56
mIoU· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#7RCNet-101
34.5
mIoU· 2022-03-10
Representation Compensation Networks for Continual Semantic Segmentation Code
#8SSUL-M
34.37
mIoU· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#9SSUL
33.58
mIoU· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#10MiB+AWT
33.5
mIoU· 2022-10-13
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation Code
#11PLOPSOTA
32.94
mIoU· 2020-11-23
PLOP: Learning without Forgetting for Continual Semantic Segmentation Code
#12MiB
32.79
mIoU· 2020-11-23
PLOP: Learning without Forgetting for Continual Semantic Segmentation Code
#13RCNet-101
32.5
mIoU· 2022-03-10
Representation Compensation Networks for Continual Semantic Segmentation Code
#14SSUL
32.48
mIoU· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#15MiB+AWT
31.1
mIoU· 2022-10-13
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation Code
#16PLOP
30.4
mIoU· 2020-11-23
PLOP: Learning without Forgetting for Continual Semantic Segmentation Code
#17SSUL-M
29.77
mIoU· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#18RCNet-101
29.6
mIoU· 2022-03-10
Representation Compensation Networks for Continual Semantic Segmentation Code
#19SSUL
29.56
mIoU· 2021-06-22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Code
#20MiB
29.31
mIoU· 2020-11-23
PLOP: Learning without Forgetting for Continual Semantic Segmentation Code
#21PLOP
28.75
mIoU· 2020-11-23
PLOP: Learning without Forgetting for Continual Semantic Segmentation Code
#22DAVENetSOTA
26.3
mIoU· 2018-04-04
Jointly Discovering Visual Objects and Spoken Words from Raw Sensory Input
#23MiB
25.96
mIoU· 2020-11-23
PLOP: Learning without Forgetting for Continual Semantic Segmentation Code
#24DenseAV
24.7
mIoU· 2024-06-09
Separating the "Chirp" from the "Chat": Self-supervised Visual Grounding of Sound and Language Code
#25ImageBIND
20.5
mIoU· 2023-05-09
ImageBind: One Embedding Space To Bind Them All Code
#26CAVMAE
19.9
mIoU· 2022-10-02
Contrastive Audio-Visual Masked Autoencoder Code
#27ImageBIND
19.7
mIoU· 2023-05-09
ImageBind: One Embedding Space To Bind Them All Code
#28DAVENet
18.1
mIoU· 2018-04-04
Jointly Discovering Visual Objects and Spoken Words from Raw Sensory Input
#29CAVMAE
17
mIoU· 2022-10-02
Contrastive Audio-Visual Masked Autoencoder Code
#30ILT
0.5
mIoU· 2019-07-31
Incremental Learning Techniques for Semantic Segmentation Code