10-shot image generation on PASCAL VOC 2012 val

Metric: Mean IoU (higher is better)

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#	Model↕	Mean IoU▼	Extra Data	Paper	Date↕	Code
1	SemPLeS (Swin-L)	83.4	No	Semantic Prompt Learning for Weakly-Supervised S...	2024-01-22	Code
2	FMA-WSSS (Swin-L)	82.6	No	Foundation Model Assisted Weakly Supervised Sema...	2023-12-06	Code
3	DHR (Swin-L, Mask2Former)	82.3	No	DHR: Dual Features-Driven Hierarchical Rebalanci...	2024-03-30	Code
4	CoSA (SWIN-B, multi-stage)	81.4	No	Weakly Supervised Co-training with Swapping Assi...	2024-02-27	Code
5	WeakTr (ViT-S, multi-stage)	78.4	No	WeakTr: Exploring Plain Vision Transformer for W...	2023-04-03	Code
6	MARS (ResNet-101, multi-stage)	77.7	No	MARS: Model-agnostic Biased Object Removal witho...	2023-04-19	Code
7	WSSS-SAM(ResNet-101, multi-stage)	77.2	Yes	An Alternative to WSSS? An Empirical Study of th...	2023-05-02	Code
8	CoSA (ViT-B, single-stage)	76.4	No	Weakly Supervised Co-training with Swapping Assi...	2024-02-27	Code
9	QA-CLIMS	75.6	Yes	Question-Answer Cross Language Image Matching fo...	2024-01-18	Code
10	ISIM (ResNeSt-200)	74.9	No	ISIM: Iterative Self-Improved Model for Weakly S...	2022-11-22	Code
11	RS+EPM (ResNet-101, multi-stage)	74.4	No	RecurSeed and EdgePredictMix: Pseudo-Label Refin...	2022-04-14	Code
12	FBR	74.2	Yes	Fine-grained Background Representation for Weakl...	2024-06-22	Code
13	WeakTr (DeiT-S, multi-stage)	74	No	WeakTr: Exploring Plain Vision Transformer for W...	2023-04-03	Code
14	CLIP-ES(DeepLabV2-ResNet101)	73.8	No	CLIP is Also an Efficient Segmenter: A Text-Driv...	2022-12-16	Code
15	BECO(DeepLabV3Plus+MiT-B2)	73.7	No	-	-	Code
16	T2MDiffusion(DeepLabV2-ResNet101)	73.3	Yes	From Text to Mask: Localizing Entities Using the...	2023-09-08	Code
17	PPC (w/ EPS)	72.3	Yes	Weakly Supervised Semantic Segmentation by Pixel...	2021-10-14	Code
18	RCA	72.2	No	Regional Semantic Contrast and Aggregation for W...	2022-03-17	Code
19	ORANDNet	72.2	No	Precision matters: Precision-aware ensemble for ...	2024-06-28	Code
20	L2G (ResNet101, DeepLab-v2)	72.1	Yes	L2G: A Simple Local-to-Global Knowledge Transfer...	2022-04-07	Code
21	BECO(DeepLabV3Plus+R101)	72.1	No	-	-	Code
22	Puzzle-CAM (ResNeSt-269)	71.9	No	Puzzle-CAM: Improved localization via matching p...	2021-01-27	Code
23	ACR (DeepLabV1-ResNet38)	71.9	No	-	-	Code
24	GETAM(vit-hybrid)	71.7	No	GETAM: Gradient-weighted Element-wise Transforme...	2021-12-06	Code
25	SID	71.6	No	Simple Does It: Weakly Supervised Instance and S...	2016-03-24	-
26	ADELE (DeepLabV1-ResNet38)	71.6	No	Adaptive Early-Learning Correction for Segmentat...	2021-10-07	Code
27	URN(Res2Net-101, no saliency, no RW)	71.2	No	Uncertainty Estimation via Response Scaling for ...	2021-12-14	Code
28	SFC(ResNet-101)	71.2	Yes	SFC: Shared Feature Calibration in Weakly Superv...	2024-01-22	Code
29	ACR-WSSS(DeepLabV1-ResNet101)	71.2	No	All-pairs Consistency Learning for Weakly Superv...	2023-08-08	Code
30	EPS(DeepLabV1-ResNet101)	71	Yes	Railroad is not a Train: Saliency as Pseudo-pixe...	2021-05-19	Code
31	DRS (DeepLabV3Plus+R101)	71	No	Discriminative Region Suppression for Weakly-Sup...	2021-03-12	Code
32	EPS(DeepLabV2-ResNet101)	70.9	Yes	Railroad is not a Train: Saliency as Pseudo-pixe...	2021-05-19	Code
33	Infer-CAM(DeepLabV2-ResNet101)	70.8	No	Inferring the Class Conditional Response Map for...	2021-10-27	Code
34	VWL-L (EMANet)	70.8	No	Weakly-Supervised Semantic Segmentation with Vis...	2022-02-10	Code
35	AMN (DeepLabV2-ResNet101, MS-COCO-pretrained weights)	70.7	No	Threshold Matters in WSSS: Manipulating the Acti...	2022-03-30	Code
36	W-OoD (WResNet-38)	70.7	No	Weakly Supervised Semantic Segmentation using Ou...	2022-03-08	Code
37	VWL-L	70.6	No	Weakly-Supervised Semantic Segmentation with Vis...	2022-02-10	Code
38	VWL-M	70.6	No	Weakly-Supervised Semantic Segmentation with Vis...	2022-02-10	Code
39	ISIM (ResNet-101)	70.51	No	ISIM: Iterative Self-Improved Model for Weakly S...	2022-11-22	Code
40	DRS (DeepLabV2-R101)	70.4	No	Discriminative Region Suppression for Weakly-Sup...	2021-03-12	Code
41	ViT-PCM	70.3	No	Max Pooling with Vision Transformers reconciles ...	2022-10-31	Code
42	ClusterCAM	70.3	No	-	-	Code
43	RIB+Sal (DeepLabV2-ResNet101)	70.2	Yes	Reducing Information Bottleneck for Weakly Super...	2021-10-13	Code
44	URN(ScaleNet-101, no saliency, no RW)	70.1	No	Uncertainty Estimation via Response Scaling for ...	2021-12-14	Code
45	ICAM	70.1	No	Importance Sampling CAMs for Weakly-Supervised S...	2022-03-23	Code
46	PMM(Res2Net101, no saliency, no RW)	70	No	Pseudo-mask Matters in Weakly-supervised Semanti...	2021-08-30	Code
47	URN(ResNet-101, no saliency, no RW)	69.5	No	Uncertainty Estimation via Response Scaling for ...	2021-12-14	Code
48	AMN (DeepLabV2-ResNet101)	69.5	No	Threshold Matters in WSSS: Manipulating the Acti...	2022-03-30	Code
49	RS+EPM (ResNet-50, single-stage)	69.5	No	RecurSeed and EdgePredictMix: Pseudo-Label Refin...	2022-04-14	Code
50	LIID (Res2Net-101)	69.4	No	-	-	Code
51	URN(ResNet-38, no saliency, no RW)	69.4	No	Uncertainty Estimation via Response Scaling for ...	2021-12-14	Code
52	SLRNet	69.3	No	Learning Self-Supervised Low-Rank Network for Si...	2022-03-19	Code
53	SIPE (DeepLabV2-ResNet101, no saliency)	68.8	No	Self-supervised Image-specific Prototype Explora...	2022-03-06	Code
54	WSGCN (MS-COCO-pre-trained weights)	68.7	No	Weakly-Supervised Image Semantic Segmentation Us...	2021-03-31	Code
55	PMM(ResNet38)	68.5	No	Pseudo-mask Matters in Weakly-supervised Semanti...	2021-08-30	Code
56	PMM(ResNet38, no saliency, no RW)	68.5	No	Pseudo-mask Matters in Weakly-supervised Semanti...	2021-08-30	Code
57	OC-CSE(ResNet38,no saliency)	68.4	No	-	-	Code
58	RIB (DeepLabV2-ResNet101)	68.3	No	Reducing Information Bottleneck for Weakly Super...	2021-10-13	Code
59	GroupWSSS	68.2	No	Group-Wise Semantic Mining for Weakly Supervised...	2020-12-09	Code
60	AdvCAM (DeepLabV2-ResNet101)	68.1	No	Anti-Adversarially Manipulated Attributions for ...	2021-03-16	Code
61	LIID (ResNet-101, +24K SI)	67.8	Yes	-	-	Code
62	CPN	67.8	No	Complementary Patch for Weakly Supervised Semant...	2021-08-09	Code
63	SLRNet(1-stage)	67.2	No	Learning Self-Supervised Low-Rank Network for Si...	2022-03-19	Code
64	SGAN	67.1	Yes	Saliency Guided Self-attention Network for Weakl...	2019-10-12	Code
65	Puzzle-CAM (ResNeSt-101)	66.9	No	Puzzle-CAM: Improved localization via matching p...	2021-01-27	Code
66	WSGCN (no Saliency map)	66.7	No	Weakly-Supervised Image Semantic Segmentation Us...	2021-03-31	Code
67	LIID (ResNet-101)	66.5	No	-	-	Code
68	ResNet-101	66.2	No	Mining Cross-Image Semantics for Weakly Supervis...	2020-07-03	Code
69	SC-CAM-ResNet-101	66.1	No	Weakly-Supervised Semantic Segmentation via Sub-...	2020-08-03	Code
70	SEAM+CONTA	66.1	No	Causal Intervention for Weakly-Supervised Semant...	2020-09-26	-
71	OAA+	65.2	No	-	-	Code
72	SEAM-ResNet-38	64.5	No	Self-supervised Equivariant Attention Mechanism ...	2020-04-09	Code
73	ICD-ResNet-101	64.1	No	-	-	Code
74	IRNet (ResNet-50)	63.5	No	Weakly Supervised Learning of Instance Segmentat...	2019-04-10	Code

#1SemPLeS (Swin-L)SOTA
83.4
Mean IoU· 2024-01-22
Semantic Prompt Learning for Weakly-Supervised Semantic Segmentation Code
#2FMA-WSSS (Swin-L)SOTA
82.6
Mean IoU· 2023-12-06
Foundation Model Assisted Weakly Supervised Semantic Segmentation Code
#3DHR (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
#4CoSA (SWIN-B, multi-stage)
81.4
Mean IoU· 2024-02-27
Weakly Supervised Co-training with Swapping Assignments for Semantic Segmentation Code
#5WeakTr (ViT-S, multi-stage)SOTA
78.4
Mean IoU· 2023-04-03
WeakTr: Exploring Plain Vision Transformer for Weakly-supervised Semantic Segmentation Code
#6MARS (ResNet-101, multi-stage)
77.7
Mean IoU· 2023-04-19
MARS: Model-agnostic Biased Object Removal without Additional Supervision for Weakly-Supervised Semantic Segmentation Code
#7WSSS-SAM(ResNet-101, multi-stage)
77.2
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
#8CoSA (ViT-B, single-stage)
76.4
Mean IoU· 2024-02-27
Weakly Supervised Co-training with Swapping Assignments for Semantic Segmentation Code
#9QA-CLIMS
75.6
Mean IoU· Extra Data· 2024-01-18
Question-Answer Cross Language Image Matching for Weakly Supervised Semantic Segmentation Code
#10ISIM (ResNeSt-200)SOTA
74.9
Mean IoU· 2022-11-22
ISIM: Iterative Self-Improved Model for Weakly Supervised Segmentation Code
#11RS+EPM (ResNet-101, multi-stage)SOTA
74.4
Mean IoU· 2022-04-14
RecurSeed and EdgePredictMix: Pseudo-Label Refinement Learning for Weakly Supervised Semantic Segmentation across Single- and Multi-Stage Frameworks Code
#12FBR
74.2
Mean IoU· Extra Data· 2024-06-22
Fine-grained Background Representation for Weakly Supervised Semantic Segmentation Code
#13WeakTr (DeiT-S, multi-stage)
74
Mean IoU· 2023-04-03
WeakTr: Exploring Plain Vision Transformer for Weakly-supervised Semantic Segmentation Code
#14CLIP-ES(DeepLabV2-ResNet101)
73.8
Mean IoU· 2022-12-16
CLIP is Also an Efficient Segmenter: A Text-Driven Approach for Weakly Supervised Semantic Segmentation Code
#15BECO(DeepLabV3Plus+MiT-B2)
73.7
Mean IoU
No paperCode
#16T2MDiffusion(DeepLabV2-ResNet101)
73.3
Mean IoU· Extra Data· 2023-09-08
From Text to Mask: Localizing Entities Using the Attention of Text-to-Image Diffusion Models Code
#17PPC (w/ EPS)SOTA
72.3
Mean IoU· Extra Data· 2021-10-14
Weakly Supervised Semantic Segmentation by Pixel-to-Prototype Contrast Code
#18RCA
72.2
Mean IoU· 2022-03-17
Regional Semantic Contrast and Aggregation for Weakly Supervised Semantic Segmentation Code
#19ORANDNet
72.2
Mean IoU· 2024-06-28
Precision matters: Precision-aware ensemble for weakly supervised semantic segmentation Code
#20L2G (ResNet101, DeepLab-v2)
72.1
Mean IoU· Extra Data· 2022-04-07
L2G: A Simple Local-to-Global Knowledge Transfer Framework for Weakly Supervised Semantic Segmentation Code
#21BECO(DeepLabV3Plus+R101)
72.1
Mean IoU
No paperCode
#22Puzzle-CAM (ResNeSt-269)SOTA
71.9
Mean IoU· 2021-01-27
Puzzle-CAM: Improved localization via matching partial and full features Code
#23ACR (DeepLabV1-ResNet38)
71.9
Mean IoU
No paperCode
#24GETAM(vit-hybrid)
71.7
Mean IoU· 2021-12-06
GETAM: Gradient-weighted Element-wise Transformer Attention Map for Weakly-supervised Semantic segmentation Code
#25SIDSOTA
71.6
Mean IoU· 2016-03-24
Simple Does It: Weakly Supervised Instance and Semantic Segmentation
#26ADELE (DeepLabV1-ResNet38)
71.6
Mean IoU· 2021-10-07
Adaptive Early-Learning Correction for Segmentation from Noisy Annotations Code
#27URN(Res2Net-101, no saliency, no RW)
71.2
Mean IoU· 2021-12-14
Uncertainty Estimation via Response Scaling for Pseudo-mask Noise Mitigation in Weakly-supervised Semantic Segmentation Code
#28SFC(ResNet-101)
71.2
Mean IoU· Extra Data· 2024-01-22
SFC: Shared Feature Calibration in Weakly Supervised Semantic Segmentation Code
#29ACR-WSSS(DeepLabV1-ResNet101)
71.2
Mean IoU· 2023-08-08
All-pairs Consistency Learning for Weakly Supervised Semantic Segmentation Code
#30EPS(DeepLabV1-ResNet101)
71
Mean IoU· Extra Data· 2021-05-19
Railroad is not a Train: Saliency as Pseudo-pixel Supervision for Weakly Supervised Semantic Segmentation Code
#31DRS (DeepLabV3Plus+R101)
71
Mean IoU· 2021-03-12
Discriminative Region Suppression for Weakly-Supervised Semantic Segmentation Code
#32EPS(DeepLabV2-ResNet101)
70.9
Mean IoU· Extra Data· 2021-05-19
Railroad is not a Train: Saliency as Pseudo-pixel Supervision for Weakly Supervised Semantic Segmentation Code
#33Infer-CAM(DeepLabV2-ResNet101)
70.8
Mean IoU· 2021-10-27
Inferring the Class Conditional Response Map for Weakly Supervised Semantic Segmentation Code
#34VWL-L (EMANet)
70.8
Mean IoU· 2022-02-10
Weakly-Supervised Semantic Segmentation with Visual Words Learning and Hybrid Pooling Code
#35AMN (DeepLabV2-ResNet101, MS-COCO-pretrained weights)
70.7
Mean IoU· 2022-03-30
Threshold Matters in WSSS: Manipulating the Activation for the Robust and Accurate Segmentation Model Against Thresholds Code
#36W-OoD (WResNet-38)
70.7
Mean IoU· 2022-03-08
Weakly Supervised Semantic Segmentation using Out-of-Distribution Data Code
#37VWL-L
70.6
Mean IoU· 2022-02-10
Weakly-Supervised Semantic Segmentation with Visual Words Learning and Hybrid Pooling Code
#38VWL-M
70.6
Mean IoU· 2022-02-10
Weakly-Supervised Semantic Segmentation with Visual Words Learning and Hybrid Pooling Code
#39ISIM (ResNet-101)
70.51
Mean IoU· 2022-11-22
ISIM: Iterative Self-Improved Model for Weakly Supervised Segmentation Code
#40DRS (DeepLabV2-R101)
70.4
Mean IoU· 2021-03-12
Discriminative Region Suppression for Weakly-Supervised Semantic Segmentation Code
#41ViT-PCM
70.3
Mean IoU· 2022-10-31
Max Pooling with Vision Transformers reconciles class and shape in weakly supervised semantic segmentation Code
#42ClusterCAM
70.3
Mean IoU
No paperCode
#43RIB+Sal (DeepLabV2-ResNet101)
70.2
Mean IoU· Extra Data· 2021-10-13
Reducing Information Bottleneck for Weakly Supervised Semantic Segmentation Code
#44URN(ScaleNet-101, no saliency, no RW)
70.1
Mean IoU· 2021-12-14
Uncertainty Estimation via Response Scaling for Pseudo-mask Noise Mitigation in Weakly-supervised Semantic Segmentation Code
#45ICAM
70.1
Mean IoU· 2022-03-23
Importance Sampling CAMs for Weakly-Supervised Segmentation Code
#46PMM(Res2Net101, no saliency, no RW)
70
Mean IoU· 2021-08-30
Pseudo-mask Matters in Weakly-supervised Semantic Segmentation Code
#47URN(ResNet-101, no saliency, no RW)
69.5
Mean IoU· 2021-12-14
Uncertainty Estimation via Response Scaling for Pseudo-mask Noise Mitigation in Weakly-supervised Semantic Segmentation Code
#48AMN (DeepLabV2-ResNet101)
69.5
Mean IoU· 2022-03-30
Threshold Matters in WSSS: Manipulating the Activation for the Robust and Accurate Segmentation Model Against Thresholds Code
#49RS+EPM (ResNet-50, single-stage)
69.5
Mean IoU· 2022-04-14
RecurSeed and EdgePredictMix: Pseudo-Label Refinement Learning for Weakly Supervised Semantic Segmentation across Single- and Multi-Stage Frameworks Code
#50LIID (Res2Net-101)
69.4
Mean IoU
No paperCode
#51URN(ResNet-38, no saliency, no RW)
69.4
Mean IoU· 2021-12-14
Uncertainty Estimation via Response Scaling for Pseudo-mask Noise Mitigation in Weakly-supervised Semantic Segmentation Code
#52SLRNet
69.3
Mean IoU· 2022-03-19
Learning Self-Supervised Low-Rank Network for Single-Stage Weakly and Semi-Supervised Semantic Segmentation Code
#53SIPE (DeepLabV2-ResNet101, no saliency)
68.8
Mean IoU· 2022-03-06
Self-supervised Image-specific Prototype Exploration for Weakly Supervised Semantic Segmentation Code
#54WSGCN (MS-COCO-pre-trained weights)
68.7
Mean IoU· 2021-03-31
Weakly-Supervised Image Semantic Segmentation Using Graph Convolutional Networks Code
#55PMM(ResNet38)
68.5
Mean IoU· 2021-08-30
Pseudo-mask Matters in Weakly-supervised Semantic Segmentation Code
#56PMM(ResNet38, no saliency, no RW)
68.5
Mean IoU· 2021-08-30
Pseudo-mask Matters in Weakly-supervised Semantic Segmentation Code
#57OC-CSE(ResNet38,no saliency)
68.4
Mean IoU
No paperCode
#58RIB (DeepLabV2-ResNet101)
68.3
Mean IoU· 2021-10-13
Reducing Information Bottleneck for Weakly Supervised Semantic Segmentation Code
#59GroupWSSS
68.2
Mean IoU· 2020-12-09
Group-Wise Semantic Mining for Weakly Supervised Semantic Segmentation Code
#60AdvCAM (DeepLabV2-ResNet101)
68.1
Mean IoU· 2021-03-16
Anti-Adversarially Manipulated Attributions for Weakly and Semi-Supervised Semantic Segmentation Code
#61LIID (ResNet-101, +24K SI)
67.8
Mean IoU· Extra Data
No paperCode
#62CPN
67.8
Mean IoU· 2021-08-09
Complementary Patch for Weakly Supervised Semantic Segmentation Code
#63SLRNet(1-stage)
67.2
Mean IoU· 2022-03-19
Learning Self-Supervised Low-Rank Network for Single-Stage Weakly and Semi-Supervised Semantic Segmentation Code
#64SGAN
67.1
Mean IoU· Extra Data· 2019-10-12
Saliency Guided Self-attention Network for Weakly and Semi-supervised Semantic Segmentation Code
#65Puzzle-CAM (ResNeSt-101)
66.9
Mean IoU· 2021-01-27
Puzzle-CAM: Improved localization via matching partial and full features Code
#66WSGCN (no Saliency map)
66.7
Mean IoU· 2021-03-31
Weakly-Supervised Image Semantic Segmentation Using Graph Convolutional Networks Code
#67LIID (ResNet-101)
66.5
Mean IoU
No paperCode
#68ResNet-101
66.2
Mean IoU· 2020-07-03
Mining Cross-Image Semantics for Weakly Supervised Semantic Segmentation Code
#69SC-CAM-ResNet-101
66.1
Mean IoU· 2020-08-03
Weakly-Supervised Semantic Segmentation via Sub-category Exploration Code
#70SEAM+CONTA
66.1
Mean IoU· 2020-09-26
Causal Intervention for Weakly-Supervised Semantic Segmentation
#71OAA+
65.2
Mean IoU
No paperCode
#72SEAM-ResNet-38
64.5
Mean IoU· 2020-04-09
Self-supervised Equivariant Attention Mechanism for Weakly Supervised Semantic Segmentation Code
#73ICD-ResNet-101
64.1
Mean IoU
No paperCode
#74IRNet (ResNet-50)
63.5
Mean IoU· 2019-04-10
Weakly Supervised Learning of Instance Segmentation with Inter-pixel Relations Code