10-shot image generation on PASCAL VOC 2012 test

Metric: Mean IoU (higher is better)

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#	Model↕	Mean IoU▼	Extra Data	Paper	Date↕	Code
1	SemPLeS (Swin-L)	82.9	No	Semantic Prompt Learning for Weakly-Supervised S...	2024-01-22	Code
2	DHR (Swin-L, Mask2Former)	82.3	No	DHR: Dual Features-Driven Hierarchical Rebalanci...	2024-03-30	Code
3	FMA-WSSS (Swin-L)	81.6	No	Foundation Model Assisted Weakly Supervised Sema...	2023-12-06	Code
4	WeakTr (ViT-S, multi-stage)	79	No	WeakTr: Exploring Plain Vision Transformer for W...	2023-04-03	Code
5	MARS (ResNet-101, multi-stage)	77.2	No	MARS: Model-agnostic Biased Object Removal witho...	2023-04-19	Code
6	WSSS-SAM(DeepLabV2-ResNet101)	77.1	Yes	An Alternative to WSSS? An Empirical Study of th...	2023-05-02	Code
7	QA-CLIMS	75.5	Yes	Question-Answer Cross Language Image Matching fo...	2024-01-18	Code
8	ISIM (ResNeSt-200)	74.98	No	ISIM: Iterative Self-Improved Model for Weakly S...	2022-11-22	Code
9	FBR	74.9	Yes	Fine-grained Background Representation for Weakl...	2024-06-22	Code
10	HSC	74.5	No	-	-	Code
11	T2MDiffusion(DeepLabV2-ResNet101)	74.2	Yes	From Text to Mask: Localizing Entities Using the...	2023-09-08	Code
12	WeakTr (DeiT-S, multi-stage)	74.1	No	WeakTr: Exploring Plain Vision Transformer for W...	2023-04-03	Code
13	CLIP-ES(DeepLabV2-ResNet101)	73.9	No	CLIP is Also an Efficient Segmenter: A Text-Driv...	2022-12-16	Code
14	RS+EPM (ResNet-101, multi-stage)	73.6	No	RecurSeed and EdgePredictMix: Pseudo-Label Refin...	2022-04-14	Code
15	PPC (w/ EPS)	73.5	Yes	Weakly Supervised Semantic Segmentation by Pixel...	2021-10-14	Code
16	BECO(DeepLabV3Plus+MiT-B2)	73.5	No	-	-	Code
17	L2G (ResNet101, DeepLab-LargeFOV)	73	Yes	L2G: A Simple Local-to-Global Knowledge Transfer...	2022-04-07	Code
18	ORANDNet	72.9	No	Precision matters: Precision-aware ensemble for ...	2024-06-28	Code
19	RCA	72.8	No	Regional Semantic Contrast and Aggregation for W...	2022-03-17	Code
20	SFC(ResNet-101)	72.5	No	SFC: Shared Feature Calibration in Weakly Superv...	2024-01-22	Code
21	GETAM(vitb-hybrid)	72.3	No	GETAM: Gradient-weighted Element-wise Transforme...	2021-12-06	Code
22	Puzzle-CAM (ResNeSt-269)	72.2	No	Puzzle-CAM: Improved localization via matching p...	2021-01-27	Code
23	ADELE (DeepLabV1-ResNet38)	72	No	Adaptive Early-Learning Correction for Segmentat...	2021-10-07	Code
24	EPS(DeepLabV1-ResNet101	71.8	Yes	Railroad is not a Train: Saliency as Pseudo-pixe...	2021-05-19	Code
25	Infer-CAM(DeepLabV2-R101)	71.8	Yes	Inferring the Class Conditional Response Map for...	2021-10-27	Code
26	SPML (DeepLabV2-R101)	71.6	No	Universal Weakly Supervised Segmentation by Pixe...	2021-05-03	Code
27	URN(Res2Net-101, no saliency, no RW)	71.5	No	Uncertainty Estimation via Response Scaling for ...	2021-12-14	Code
28	ISIM (ResNet-101)	71.45	No	ISIM: Iterative Self-Improved Model for Weakly S...	2022-11-22	Code
29	VWL-L (EMANet)	71.1	No	Weakly-Supervised Semantic Segmentation with Vis...	2022-02-10	Code
30	ViT-PCM	70.9	No	Max Pooling with Vision Transformers reconciles ...	2022-10-31	Code
31	ACR-WSSS(DeepLabV2-ResNet101)	70.9	No	All-pairs Consistency Learning for Weakly Superv...	2023-08-08	Code
32	EPS(DeepLabV2-ResNet101)	70.8	Yes	Railroad is not a Train: Saliency as Pseudo-pixe...	2021-05-19	Code
33	URN(ScaleNet-101, no saliency, no RW)	70.8	No	Uncertainty Estimation via Response Scaling for ...	2021-12-14	Code
34	ICAM	70.8	No	Importance Sampling CAMs for Weakly-Supervised S...	2022-03-23	Code
35	DRS (DeepLabV2-R101)	70.7	No	Discriminative Region Suppression for Weakly-Sup...	2021-03-12	Code
36	VWL-L	70.7	No	Weakly-Supervised Semantic Segmentation with Vis...	2022-02-10	Code
37	ClusterCAM	70.7	No	-	-	Code
38	URN(ResNet-38, no saliency, no RW)	70.6	No	Uncertainty Estimation via Response Scaling for ...	2021-12-14	Code
39	AMN (DeepLabV2-ResNet101, MS-COCO-pretrained weights)	70.6	No	Threshold Matters in WSSS: Manipulating the Acti...	2022-03-30	Code
40	RS+EPM (ResNet-50, single-stage)	70.6	No	RecurSeed and EdgePredictMix: Pseudo-Label Refin...	2022-04-14	Code
41	PMM(Res2Net101, no saliency, no RW)	70.5	No	Pseudo-mask Matters in Weakly-supervised Semanti...	2021-08-30	Code
42	VWL-M	70.4	No	Weakly-Supervised Semantic Segmentation with Vis...	2022-02-10	Code
43	W-OoD (WResNet-38)	70.1	No	Weakly Supervised Semantic Segmentation using Ou...	2022-03-08	Code
44	RIB+Sal (DeepLabV2-ResNet101)	70	Yes	Reducing Information Bottleneck for Weakly Super...	2021-10-13	Code
45	URN(ResNet-101, no saliency, no RW)	69.7	No	Uncertainty Estimation via Response Scaling for ...	2021-12-14	Code
46	SIPE (DeepLabV2-ResNet101, no saliency)	69.7	No	Self-supervised Image-specific Prototype Explora...	2022-03-06	Code
47	AMN (DeepLabV2-ResNet101)	69.6	No	Threshold Matters in WSSS: Manipulating the Acti...	2022-03-30	Code
48	SLRNet	69.4	No	Learning Self-Supervised Low-Rank Network for Si...	2022-03-19	Code
49	WSGCN (MS-COCO-pre-trained weights)	69.3	No	Weakly-Supervised Image Semantic Segmentation Us...	2021-03-31	Code
50	PMM(ResNet38, no saliency, no RW)	69	No	Pseudo-mask Matters in Weakly-supervised Semanti...	2021-08-30	Code
51	WSGCN (no Saliency map)	68.8	No	Weakly-Supervised Image Semantic Segmentation Us...	2021-03-31	Code
52	RIB (DeepLabV2-ResNet101)	68.6	No	Reducing Information Bottleneck for Weakly Super...	2021-10-13	Code
53	GroupWSSS	68.5	No	Group-Wise Semantic Mining for Weakly Supervised...	2020-12-09	Code
54	CPN	68.5	No	Complementary Patch for Weakly Supervised Semant...	2021-08-09	Code
55	Puzzle-CAM (ResNeSt-101)	67.7	No	Puzzle-CAM: Improved localization via matching p...	2021-01-27	Code
56	SLRNet(1-stage,ResNet38)	67.6	No	Learning Self-Supervised Low-Rank Network for Si...	2022-03-19	Code
57	LIID	67.5	No	-	-	Code
58	SGAN	67.2	Yes	Saliency Guided Self-attention Network for Weakl...	2019-10-12	Code
59	RRM	66.5	No	Reliability Does Matter: An End-to-End Weakly Su...	2019-11-19	Code
60	SSDD	65.5	No	Self-Supervised Difference Detection for Weakly-...	2019-11-04	Code
61	IRNet (ResNet-50)	64.8	No	Weakly Supervised Learning of Instance Segmentat...	2019-04-10	Code
62	EADER	63.8	No	Find it if You Can: End-to-End Adversarial Erasi...	2020-11-09	Code

#1SemPLeS (Swin-L)SOTA
82.9
Mean IoU· 2024-01-22
Semantic Prompt Learning for Weakly-Supervised Semantic Segmentation Code
#2DHR (Swin-L, Mask2Former)
82.3
Mean IoU· 2024-03-30
DHR: Dual Features-Driven Hierarchical Rebalancing in Inter- and Intra-Class Regions for Weakly-Supervised Semantic Segmentation Code
#3FMA-WSSS (Swin-L)SOTA
81.6
Mean IoU· 2023-12-06
Foundation Model Assisted Weakly Supervised Semantic Segmentation Code
#4WeakTr (ViT-S, multi-stage)SOTA
79
Mean IoU· 2023-04-03
WeakTr: Exploring Plain Vision Transformer for Weakly-supervised Semantic Segmentation Code
#5MARS (ResNet-101, multi-stage)
77.2
Mean IoU· 2023-04-19
MARS: Model-agnostic Biased Object Removal without Additional Supervision for Weakly-Supervised Semantic Segmentation Code
#6WSSS-SAM(DeepLabV2-ResNet101)
77.1
Mean IoU· Extra Data· 2023-05-02
An Alternative to WSSS? An Empirical Study of the Segment Anything Model (SAM) on Weakly-Supervised Semantic Segmentation Problems Code
#7QA-CLIMS
75.5
Mean IoU· Extra Data· 2024-01-18
Question-Answer Cross Language Image Matching for Weakly Supervised Semantic Segmentation Code
#8ISIM (ResNeSt-200)SOTA
74.98
Mean IoU· 2022-11-22
ISIM: Iterative Self-Improved Model for Weakly Supervised Segmentation Code
#9FBR
74.9
Mean IoU· Extra Data· 2024-06-22
Fine-grained Background Representation for Weakly Supervised Semantic Segmentation Code
#10HSC
74.5
Mean IoU
No paperCode
#11T2MDiffusion(DeepLabV2-ResNet101)
74.2
Mean IoU· Extra Data· 2023-09-08
From Text to Mask: Localizing Entities Using the Attention of Text-to-Image Diffusion Models Code
#12WeakTr (DeiT-S, multi-stage)
74.1
Mean IoU· 2023-04-03
WeakTr: Exploring Plain Vision Transformer for Weakly-supervised Semantic Segmentation Code
#13CLIP-ES(DeepLabV2-ResNet101)
73.9
Mean IoU· 2022-12-16
CLIP is Also an Efficient Segmenter: A Text-Driven Approach for Weakly Supervised Semantic Segmentation Code
#14RS+EPM (ResNet-101, multi-stage)SOTA
73.6
Mean IoU· 2022-04-14
RecurSeed and EdgePredictMix: Pseudo-Label Refinement Learning for Weakly Supervised Semantic Segmentation across Single- and Multi-Stage Frameworks Code
#15PPC (w/ EPS)SOTA
73.5
Mean IoU· Extra Data· 2021-10-14
Weakly Supervised Semantic Segmentation by Pixel-to-Prototype Contrast Code
#16BECO(DeepLabV3Plus+MiT-B2)
73.5
Mean IoU
No paperCode
#17L2G (ResNet101, DeepLab-LargeFOV)
73
Mean IoU· Extra Data· 2022-04-07
L2G: A Simple Local-to-Global Knowledge Transfer Framework for Weakly Supervised Semantic Segmentation Code
#18ORANDNet
72.9
Mean IoU· 2024-06-28
Precision matters: Precision-aware ensemble for weakly supervised semantic segmentation Code
#19RCA
72.8
Mean IoU· 2022-03-17
Regional Semantic Contrast and Aggregation for Weakly Supervised Semantic Segmentation Code
#20SFC(ResNet-101)
72.5
Mean IoU· 2024-01-22
SFC: Shared Feature Calibration in Weakly Supervised Semantic Segmentation Code
#21GETAM(vitb-hybrid)
72.3
Mean IoU· 2021-12-06
GETAM: Gradient-weighted Element-wise Transformer Attention Map for Weakly-supervised Semantic segmentation Code
#22Puzzle-CAM (ResNeSt-269)SOTA
72.2
Mean IoU· 2021-01-27
Puzzle-CAM: Improved localization via matching partial and full features Code
#23ADELE (DeepLabV1-ResNet38)
72
Mean IoU· 2021-10-07
Adaptive Early-Learning Correction for Segmentation from Noisy Annotations Code
#24EPS(DeepLabV1-ResNet101
71.8
Mean IoU· Extra Data· 2021-05-19
Railroad is not a Train: Saliency as Pseudo-pixel Supervision for Weakly Supervised Semantic Segmentation Code
#25Infer-CAM(DeepLabV2-R101)
71.8
Mean IoU· Extra Data· 2021-10-27
Inferring the Class Conditional Response Map for Weakly Supervised Semantic Segmentation Code
#26SPML (DeepLabV2-R101)
71.6
Mean IoU· 2021-05-03
Universal Weakly Supervised Segmentation by Pixel-to-Segment Contrastive Learning Code
#27URN(Res2Net-101, no saliency, no RW)
71.5
Mean IoU· 2021-12-14
Uncertainty Estimation via Response Scaling for Pseudo-mask Noise Mitigation in Weakly-supervised Semantic Segmentation Code
#28ISIM (ResNet-101)
71.45
Mean IoU· 2022-11-22
ISIM: Iterative Self-Improved Model for Weakly Supervised Segmentation Code
#29VWL-L (EMANet)
71.1
Mean IoU· 2022-02-10
Weakly-Supervised Semantic Segmentation with Visual Words Learning and Hybrid Pooling Code
#30ViT-PCM
70.9
Mean IoU· 2022-10-31
Max Pooling with Vision Transformers reconciles class and shape in weakly supervised semantic segmentation Code
#31ACR-WSSS(DeepLabV2-ResNet101)
70.9
Mean IoU· 2023-08-08
All-pairs Consistency Learning for Weakly Supervised Semantic Segmentation Code
#32EPS(DeepLabV2-ResNet101)
70.8
Mean IoU· Extra Data· 2021-05-19
Railroad is not a Train: Saliency as Pseudo-pixel Supervision for Weakly Supervised Semantic Segmentation Code
#33URN(ScaleNet-101, no saliency, no RW)
70.8
Mean IoU· 2021-12-14
Uncertainty Estimation via Response Scaling for Pseudo-mask Noise Mitigation in Weakly-supervised Semantic Segmentation Code
#34ICAM
70.8
Mean IoU· 2022-03-23
Importance Sampling CAMs for Weakly-Supervised Segmentation Code
#35DRS (DeepLabV2-R101)
70.7
Mean IoU· 2021-03-12
Discriminative Region Suppression for Weakly-Supervised Semantic Segmentation Code
#36VWL-L
70.7
Mean IoU· 2022-02-10
Weakly-Supervised Semantic Segmentation with Visual Words Learning and Hybrid Pooling Code
#37ClusterCAM
70.7
Mean IoU
No paperCode
#38URN(ResNet-38, no saliency, no RW)
70.6
Mean IoU· 2021-12-14
Uncertainty Estimation via Response Scaling for Pseudo-mask Noise Mitigation in Weakly-supervised Semantic Segmentation Code
#39AMN (DeepLabV2-ResNet101, MS-COCO-pretrained weights)
70.6
Mean IoU· 2022-03-30
Threshold Matters in WSSS: Manipulating the Activation for the Robust and Accurate Segmentation Model Against Thresholds Code
#40RS+EPM (ResNet-50, single-stage)
70.6
Mean IoU· 2022-04-14
RecurSeed and EdgePredictMix: Pseudo-Label Refinement Learning for Weakly Supervised Semantic Segmentation across Single- and Multi-Stage Frameworks Code
#41PMM(Res2Net101, no saliency, no RW)
70.5
Mean IoU· 2021-08-30
Pseudo-mask Matters in Weakly-supervised Semantic Segmentation Code
#42VWL-M
70.4
Mean IoU· 2022-02-10
Weakly-Supervised Semantic Segmentation with Visual Words Learning and Hybrid Pooling Code
#43W-OoD (WResNet-38)
70.1
Mean IoU· 2022-03-08
Weakly Supervised Semantic Segmentation using Out-of-Distribution Data Code
#44RIB+Sal (DeepLabV2-ResNet101)
70
Mean IoU· Extra Data· 2021-10-13
Reducing Information Bottleneck for Weakly Supervised Semantic Segmentation Code
#45URN(ResNet-101, no saliency, no RW)
69.7
Mean IoU· 2021-12-14
Uncertainty Estimation via Response Scaling for Pseudo-mask Noise Mitigation in Weakly-supervised Semantic Segmentation Code
#46SIPE (DeepLabV2-ResNet101, no saliency)
69.7
Mean IoU· 2022-03-06
Self-supervised Image-specific Prototype Exploration for Weakly Supervised Semantic Segmentation Code
#47AMN (DeepLabV2-ResNet101)
69.6
Mean IoU· 2022-03-30
Threshold Matters in WSSS: Manipulating the Activation for the Robust and Accurate Segmentation Model Against Thresholds Code
#48SLRNet
69.4
Mean IoU· 2022-03-19
Learning Self-Supervised Low-Rank Network for Single-Stage Weakly and Semi-Supervised Semantic Segmentation Code
#49WSGCN (MS-COCO-pre-trained weights)
69.3
Mean IoU· 2021-03-31
Weakly-Supervised Image Semantic Segmentation Using Graph Convolutional Networks Code
#50PMM(ResNet38, no saliency, no RW)
69
Mean IoU· 2021-08-30
Pseudo-mask Matters in Weakly-supervised Semantic Segmentation Code
#51WSGCN (no Saliency map)
68.8
Mean IoU· 2021-03-31
Weakly-Supervised Image Semantic Segmentation Using Graph Convolutional Networks Code
#52RIB (DeepLabV2-ResNet101)
68.6
Mean IoU· 2021-10-13
Reducing Information Bottleneck for Weakly Supervised Semantic Segmentation Code
#53GroupWSSSSOTA
68.5
Mean IoU· 2020-12-09
Group-Wise Semantic Mining for Weakly Supervised Semantic Segmentation Code
#54CPN
68.5
Mean IoU· 2021-08-09
Complementary Patch for Weakly Supervised Semantic Segmentation Code
#55Puzzle-CAM (ResNeSt-101)
67.7
Mean IoU· 2021-01-27
Puzzle-CAM: Improved localization via matching partial and full features Code
#56SLRNet(1-stage,ResNet38)
67.6
Mean IoU· 2022-03-19
Learning Self-Supervised Low-Rank Network for Single-Stage Weakly and Semi-Supervised Semantic Segmentation Code
#57LIID
67.5
Mean IoU
No paperCode
#58SGANSOTA
67.2
Mean IoU· Extra Data· 2019-10-12
Saliency Guided Self-attention Network for Weakly and Semi-supervised Semantic Segmentation Code
#59RRM
66.5
Mean IoU· 2019-11-19
Reliability Does Matter: An End-to-End Weakly Supervised Semantic Segmentation Approach Code
#60SSDD
65.5
Mean IoU· 2019-11-04
Self-Supervised Difference Detection for Weakly-Supervised Semantic Segmentation Code
#61IRNet (ResNet-50)SOTA
64.8
Mean IoU· 2019-04-10
Weakly Supervised Learning of Instance Segmentation with Inter-pixel Relations Code
#62EADER
63.8
Mean IoU· 2020-11-09
Find it if You Can: End-to-End Adversarial Erasing for Weakly-Supervised Semantic Segmentation Code