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10-shot image generation
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COCO 2014 val
10-shot image generation on COCO 2014 val
Metric: mIoU (higher is better)
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Model name (A→Z)
#
Model
↕
mIoU
▼
Extra Data
Paper
Date
↕
Code
1
DHR (Swin-L, Mask2Former)
56.8
No
DHR: Dual Features-Driven Hierarchical Rebalanci...
2024-03-30
Code
2
SemPLeS (Swin-L)
56.1
No
Semantic Prompt Learning for Weakly-Supervised S...
2024-01-22
Code
3
WSSS-SAM(DeepLabV2-ResNet101)
55.6
Yes
An Alternative to WSSS? An Empirical Study of th...
2023-05-02
Code
4
FMA-WSSS (Swin-L)
55.4
No
Foundation Model Assisted Weakly Supervised Sema...
2023-12-06
Code
5
CoSA (SWIN-B, multi-stage)
53.7
No
Weakly Supervised Co-training with Swapping Assi...
2024-02-27
Code
6
CoSA (ViT-B, single-stage)
51.1
No
Weakly Supervised Co-training with Swapping Assi...
2024-02-27
Code
7
WeakTr (ViT-S, multi-stage)
50.3
No
WeakTr: Exploring Plain Vision Transformer for W...
2023-04-03
Code
8
MARS (ResNet-101, multi-stage)
49.4
No
MARS: Model-agnostic Biased Object Removal witho...
2023-04-19
Code
9
WeakTr (DeiT-S, multi-stage)
46.9
No
WeakTr: Exploring Plain Vision Transformer for W...
2023-04-03
Code
10
RS+EPM (ResNet-101, multi-stage)
46.4
No
RecurSeed and EdgePredictMix: Pseudo-Label Refin...
2022-04-14
Code
11
T2MDiffusion(DeepLabV2-ResNet101)
45.7
Yes
From Text to Mask: Localizing Entities Using the...
2023-09-08
Code
12
FBR
45.6
No
Fine-grained Background Representation for Weakl...
2024-06-22
Code
13
CLIP-ES(DeepLabV2-ResNet101)
45.4
No
CLIP is Also an Efficient Segmenter: A Text-Driv...
2022-12-16
Code
14
ACR(DeeplabV1-ResNet38)
45.3
No
-
-
Code
15
BECO(DeepLabV3Plus+R101)
45.1
No
-
-
Code
16
ViT-PCM
45
No
Max Pooling with Vision Transformers reconciles ...
2022-10-31
Code
17
ACR-WSSS(DeepLabV2-ResNet101)
45
No
All-pairs Consistency Learning for Weakly Superv...
2023-08-08
Code
18
AMN (DeepLabV2-ResNet101)
44.7
No
Threshold Matters in WSSS: Manipulating the Acti...
2022-03-30
Code
19
L2G (DeepLabV2-ResNet101)
44.2
No
L2G: A Simple Local-to-Global Knowledge Transfer...
2022-04-07
Code
20
RIB (DeepLabV2-ResNet101, No Saliency)
43.8
No
Reducing Information Bottleneck for Weakly Super...
2021-10-13
Code
21
SIPE(ResNet-38, no saliency, no RW)
43.6
No
Self-supervised Image-specific Prototype Explora...
2022-03-06
Code
22
RS+EPM (ResNet-50, single-stage)
42.2
No
RecurSeed and EdgePredictMix: Pseudo-Label Refin...
2022-04-14
Code
23
ClusterCAM
41.8
No
-
-
Code
24
URN(Res2Net-101, no saliency, no RW)
41.5
No
Uncertainty Estimation via Response Scaling for ...
2021-12-14
Code
25
URN(ScaleNet-101, no saliency, no RW)
40.8
No
Uncertainty Estimation via Response Scaling for ...
2021-12-14
Code
26
URN(ResNet-101, no saliency, no RW)
40.7
No
Uncertainty Estimation via Response Scaling for ...
2021-12-14
Code
27
URN(ResNet-38, no saliency, no RW)
40.5
No
Uncertainty Estimation via Response Scaling for ...
2021-12-14
Code
28
PMM(ScaleNet101, no saliency, no RW)
40.2
No
Pseudo-mask Matters in Weakly-supervised Semanti...
2021-08-30
Code
29
AFA
38.9
No
Learning Affinity from Attention: End-to-End Wea...
2022-03-05
Code
30
PMM(ResNet38, no saliency, no RW)
36.7
No
Pseudo-mask Matters in Weakly-supervised Semanti...
2021-08-30
Code
31
OC-CSE(ResNet38, no saliency, no RW)
36.4
No
-
-
Code
32
VWL-L
36.2
No
Weakly-Supervised Semantic Segmentation with Vis...
2022-02-10
Code
33
VWL-M
36.1
No
Weakly-Supervised Semantic Segmentation with Vis...
2022-02-10
Code
34
EPS
35.7
Yes
Railroad is not a Train: Saliency as Pseudo-pixe...
2021-05-19
Code
35
SLRNet
35
No
Learning Self-Supervised Low-Rank Network for Si...
2022-03-19
Code
36
SGAN
33.6
Yes
Saliency Guided Self-attention Network for Weakl...
2019-10-12
Code
37
IRNet+CONTA
33.4
No
Causal Intervention for Weakly-Supervised Semant...
2020-09-26
-
38
GroupWSSS
28.4
Yes
Group-Wise Semantic Mining for Weakly Supervised...
2020-12-09
Code
39
DSRG
26
Yes
-
-
Code
#1
DHR (Swin-L, Mask2Former)
SOTA
56.8
mIoU
· 2024-03-30
DHR: Dual Features-Driven Hierarchical Rebalancing in Inter- and Intra-Class Regions for Weakly-Supervised Semantic Segmentation
Code
#2
SemPLeS (Swin-L)
SOTA
56.1
mIoU
· 2024-01-22
Semantic Prompt Learning for Weakly-Supervised Semantic Segmentation
Code
#3
WSSS-SAM(DeepLabV2-ResNet101)
SOTA
55.6
mIoU
· 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
#4
FMA-WSSS (Swin-L)
55.4
mIoU
· 2023-12-06
Foundation Model Assisted Weakly Supervised Semantic Segmentation
Code
#5
CoSA (SWIN-B, multi-stage)
53.7
mIoU
· 2024-02-27
Weakly Supervised Co-training with Swapping Assignments for Semantic Segmentation
Code
#6
CoSA (ViT-B, single-stage)
51.1
mIoU
· 2024-02-27
Weakly Supervised Co-training with Swapping Assignments for Semantic Segmentation
Code
#7
WeakTr (ViT-S, multi-stage)
SOTA
50.3
mIoU
· 2023-04-03
WeakTr: Exploring Plain Vision Transformer for Weakly-supervised Semantic Segmentation
Code
#8
MARS (ResNet-101, multi-stage)
49.4
mIoU
· 2023-04-19
MARS: Model-agnostic Biased Object Removal without Additional Supervision for Weakly-Supervised Semantic Segmentation
Code
#9
WeakTr (DeiT-S, multi-stage)
46.9
mIoU
· 2023-04-03
WeakTr: Exploring Plain Vision Transformer for Weakly-supervised Semantic Segmentation
Code
#10
RS+EPM (ResNet-101, multi-stage)
SOTA
46.4
mIoU
· 2022-04-14
RecurSeed and EdgePredictMix: Pseudo-Label Refinement Learning for Weakly Supervised Semantic Segmentation across Single- and Multi-Stage Frameworks
Code
#11
T2MDiffusion(DeepLabV2-ResNet101)
45.7
mIoU
· Extra Data
· 2023-09-08
From Text to Mask: Localizing Entities Using the Attention of Text-to-Image Diffusion Models
Code
#12
FBR
45.6
mIoU
· 2024-06-22
Fine-grained Background Representation for Weakly Supervised Semantic Segmentation
Code
#13
CLIP-ES(DeepLabV2-ResNet101)
45.4
mIoU
· 2022-12-16
CLIP is Also an Efficient Segmenter: A Text-Driven Approach for Weakly Supervised Semantic Segmentation
Code
#14
ACR(DeeplabV1-ResNet38)
45.3
mIoU
No paper
Code
#15
BECO(DeepLabV3Plus+R101)
45.1
mIoU
No paper
Code
#16
ViT-PCM
45
mIoU
· 2022-10-31
Max Pooling with Vision Transformers reconciles class and shape in weakly supervised semantic segmentation
Code
#17
ACR-WSSS(DeepLabV2-ResNet101)
45
mIoU
· 2023-08-08
All-pairs Consistency Learning for Weakly Supervised Semantic Segmentation
Code
#18
AMN (DeepLabV2-ResNet101)
SOTA
44.7
mIoU
· 2022-03-30
Threshold Matters in WSSS: Manipulating the Activation for the Robust and Accurate Segmentation Model Against Thresholds
Code
#19
L2G (DeepLabV2-ResNet101)
44.2
mIoU
· 2022-04-07
L2G: A Simple Local-to-Global Knowledge Transfer Framework for Weakly Supervised Semantic Segmentation
Code
#20
RIB (DeepLabV2-ResNet101, No Saliency)
SOTA
43.8
mIoU
· 2021-10-13
Reducing Information Bottleneck for Weakly Supervised Semantic Segmentation
Code
#21
SIPE(ResNet-38, no saliency, no RW)
43.6
mIoU
· 2022-03-06
Self-supervised Image-specific Prototype Exploration for Weakly Supervised Semantic Segmentation
Code
#22
RS+EPM (ResNet-50, single-stage)
42.2
mIoU
· 2022-04-14
RecurSeed and EdgePredictMix: Pseudo-Label Refinement Learning for Weakly Supervised Semantic Segmentation across Single- and Multi-Stage Frameworks
Code
#23
ClusterCAM
41.8
mIoU
No paper
Code
#24
URN(Res2Net-101, no saliency, no RW)
41.5
mIoU
· 2021-12-14
Uncertainty Estimation via Response Scaling for Pseudo-mask Noise Mitigation in Weakly-supervised Semantic Segmentation
Code
#25
URN(ScaleNet-101, no saliency, no RW)
40.8
mIoU
· 2021-12-14
Uncertainty Estimation via Response Scaling for Pseudo-mask Noise Mitigation in Weakly-supervised Semantic Segmentation
Code
#26
URN(ResNet-101, no saliency, no RW)
40.7
mIoU
· 2021-12-14
Uncertainty Estimation via Response Scaling for Pseudo-mask Noise Mitigation in Weakly-supervised Semantic Segmentation
Code
#27
URN(ResNet-38, no saliency, no RW)
40.5
mIoU
· 2021-12-14
Uncertainty Estimation via Response Scaling for Pseudo-mask Noise Mitigation in Weakly-supervised Semantic Segmentation
Code
#28
PMM(ScaleNet101, no saliency, no RW)
SOTA
40.2
mIoU
· 2021-08-30
Pseudo-mask Matters in Weakly-supervised Semantic Segmentation
Code
#29
AFA
38.9
mIoU
· 2022-03-05
Learning Affinity from Attention: End-to-End Weakly-Supervised Semantic Segmentation with Transformers
Code
#30
PMM(ResNet38, no saliency, no RW)
36.7
mIoU
· 2021-08-30
Pseudo-mask Matters in Weakly-supervised Semantic Segmentation
Code
#31
OC-CSE(ResNet38, no saliency, no RW)
36.4
mIoU
No paper
Code
#32
VWL-L
36.2
mIoU
· 2022-02-10
Weakly-Supervised Semantic Segmentation with Visual Words Learning and Hybrid Pooling
Code
#33
VWL-M
36.1
mIoU
· 2022-02-10
Weakly-Supervised Semantic Segmentation with Visual Words Learning and Hybrid Pooling
Code
#34
EPS
SOTA
35.7
mIoU
· Extra Data
· 2021-05-19
Railroad is not a Train: Saliency as Pseudo-pixel Supervision for Weakly Supervised Semantic Segmentation
Code
#35
SLRNet
35
mIoU
· 2022-03-19
Learning Self-Supervised Low-Rank Network for Single-Stage Weakly and Semi-Supervised Semantic Segmentation
Code
#36
SGAN
SOTA
33.6
mIoU
· Extra Data
· 2019-10-12
Saliency Guided Self-attention Network for Weakly and Semi-supervised Semantic Segmentation
Code
#37
IRNet+CONTA
33.4
mIoU
· 2020-09-26
Causal Intervention for Weakly-Supervised Semantic Segmentation
#38
GroupWSSS
28.4
mIoU
· Extra Data
· 2020-12-09
Group-Wise Semantic Mining for Weakly Supervised Semantic Segmentation
Code
#39
DSRG
26
mIoU
· Extra Data
No paper
Code