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10-shot image generation
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PASCAL VOC 2012 366 labeled
10-shot image generation on PASCAL VOC 2012 366 labeled
Metric: Validation mIoU (higher is better)
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#
Model
↕
Validation mIoU
▼
Extra Data
Paper
Date
↕
Code
1
UniMatch V2 (DINOv2-B)
88.9
No
UniMatch V2: Pushing the Limit of Semi-Supervise...
2024-10-14
Code
2
SemiOVS (w/ SemiVL, ViT-B/16)
87.5
Yes
-
-
Code
3
SemiVL (ViT-B/16)
86
No
SemiVL: Semi-Supervised Semantic Segmentation wi...
2023-11-27
Code
4
UniMatch (ViT-B/16)
82
No
SemiVL: Semi-Supervised Semantic Segmentation wi...
2023-11-27
Code
5
SemiOVS (w/ UniMatch, ResNet-101)
81.6
Yes
-
-
Code
6
AllSpark
79.77
No
AllSpark: Reborn Labeled Features from Unlabeled...
2024-03-04
Code
7
PrevMatch (ResNet-101)
79.6
No
Revisiting and Maximizing Temporal Knowledge in ...
2024-05-31
Code
8
CorrMatch (Deeplabv3+ with ResNet-101)
79.4
No
CorrMatch: Label Propagation via Correlation Mat...
2023-06-07
Code
9
S4MC
79.09
No
Semi-Supervised Semantic Segmentation via Margin...
2023-08-26
Code
10
UniMatch (DeepLab v3+ with ResNet-101)
78.8
No
Revisiting Weak-to-Strong Consistency in Semi-Su...
2022-08-21
Code
11
LogicDiag (DeepLab v3+ with ResNet-101)
77.9
No
Logic-induced Diagnostic Reasoning for Semi-supe...
2023-08-24
-
12
PrevMatch (ResNet-50)
77.5
No
Revisiting and Maximizing Temporal Knowledge in ...
2024-05-31
Code
13
U2PL (DeepLab v3+ with ResNet-101)
73.7
No
Semi-Supervised Semantic Segmentation Using Unre...
2022-03-08
Code
14
CPCL (DeepLab v3+ with ResNet-50)
72.14
No
Conservative-Progressive Collaborative Learning ...
2022-11-30
Code
15
CPS (DeepLab v3+ with ResNet-101)
71.7
No
Semi-Supervised Semantic Segmentation with Cross...
2021-06-02
Code