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FSS-1000 (1-shot)
Few-Shot Learning on FSS-1000 (1-shot)
Metric: Mean IoU (higher is better)
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Model name (A→Z)
#
Model
↕
Mean IoU
▼
Augmentations
Paper
Date
↕
Code
1
DACM (ResNet-101)
90.8
No
Doubly Deformable Aggregation of Covariance Matr...
2022-07-30
Code
2
DACM (ResNet-50)
90.7
No
Doubly Deformable Aggregation of Covariance Matr...
2022-07-30
Code
3
VAT + MSI (ResNet-101)
90.6
No
MSI: Maximize Support-Set Information for Few-Sh...
2022-12-09
Code
4
VAT (ResNet-101)
90.3
No
Cost Aggregation with 4D Convolutional Swin Tran...
2022-07-22
Code
5
VAT (HM, ResNet-101)
90.2
No
HM: Hybrid Masking for Few-Shot Segmentation
2022-03-24
Code
6
VAT (ResNet-50)
90.1
No
Cost Aggregation with 4D Convolutional Swin Tran...
2022-07-22
Code
7
DCAMA (Swin-B)
90.1
No
Dense Cross-Query-and-Support Attention Weighted...
2022-07-18
Code
8
VAT
90
No
Cost Aggregation Is All You Need for Few-Shot Se...
2021-12-22
Code
9
VAT (HM, ResNet-50)
89.4
No
HM: Hybrid Masking for Few-Shot Segmentation
2022-03-24
Code
10
DCAMA (DifFSS, ResNet-50)
88.4
No
DifFSS: Diffusion Model for Few-Shot Semantic Se...
2023-07-03
Code
11
DCAMA (ResNet-101)
88.3
No
Dense Cross-Query-and-Support Attention Weighted...
2022-07-18
Code
12
DCAMA (ResNet-50)
88.2
No
Dense Cross-Query-and-Support Attention Weighted...
2022-07-18
Code
13
GF-SAM (DINOv2)
88
No
Bridge the Points: Graph-based Few-shot Segment ...
2024-10-09
Code
14
HSNet (HM, ResNet-101)
87.8
No
HM: Hybrid Masking for Few-Shot Segmentation
2022-03-24
Code
15
SSP
87.3
No
Self-Support Few-Shot Semantic Segmentation
2022-07-23
Code
16
HSNet (HM, ResNet-50)
87.1
No
HM: Hybrid Masking for Few-Shot Segmentation
2022-03-24
Code
17
HSNet (ResNet-101)
86.5
No
Hypercorrelation Squeeze for Few-Shot Segmentation
2021-04-04
Code
18
HSNet (DifFSS, ResNet-50)
86.2
No
DifFSS: Diffusion Model for Few-Shot Semantic Se...
2023-07-03
Code
19
Annotation-free FSS (With Annotation,ResNet-50)
85.7
No
Self-supervised Few-shot Learning for Semantic S...
2023-07-26
Code
20
SegGPT (ViT)
85.6
No
SegGPT: Segmenting Everything In Context
2023-04-06
Code
21
HSNet (ResNet-50)
85.5
No
Hypercorrelation Squeeze for Few-Shot Segmentation
2021-04-04
Code
22
Annotation-free FSS (Without Annotation,ResNet-50)
85
No
Self-supervised Few-shot Learning for Semantic S...
2023-07-26
Code
23
HSNet (VGG-16)
82.3
No
Hypercorrelation Squeeze for Few-Shot Segmentation
2021-04-04
Code
24
FSS-1000 (VGG-16)
73.47
No
FSS-1000: A 1000-Class Dataset for Few-Shot Segm...
2019-07-29
Code
#1
DACM (ResNet-101)
SOTA
90.8
Mean IoU
· 2022-07-30
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation
Code
#2
DACM (ResNet-50)
90.7
Mean IoU
· 2022-07-30
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation
Code
#3
VAT + MSI (ResNet-101)
90.6
Mean IoU
· 2022-12-09
MSI: Maximize Support-Set Information for Few-Shot Segmentation
Code
#4
VAT (ResNet-101)
SOTA
90.3
Mean IoU
· 2022-07-22
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation
Code
#5
VAT (HM, ResNet-101)
SOTA
90.2
Mean IoU
· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation
Code
#6
VAT (ResNet-50)
90.1
Mean IoU
· 2022-07-22
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation
Code
#7
DCAMA (Swin-B)
90.1
Mean IoU
· 2022-07-18
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation
Code
#8
VAT
SOTA
90
Mean IoU
· 2021-12-22
Cost Aggregation Is All You Need for Few-Shot Segmentation
Code
#9
VAT (HM, ResNet-50)
89.4
Mean IoU
· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation
Code
#10
DCAMA (DifFSS, ResNet-50)
88.4
Mean IoU
· 2023-07-03
DifFSS: Diffusion Model for Few-Shot Semantic Segmentation
Code
#11
DCAMA (ResNet-101)
88.3
Mean IoU
· 2022-07-18
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation
Code
#12
DCAMA (ResNet-50)
88.2
Mean IoU
· 2022-07-18
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation
Code
#13
GF-SAM (DINOv2)
88
Mean IoU
· 2024-10-09
Bridge the Points: Graph-based Few-shot Segment Anything Semantically
Code
#14
HSNet (HM, ResNet-101)
87.8
Mean IoU
· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation
Code
#15
SSP
87.3
Mean IoU
· 2022-07-23
Self-Support Few-Shot Semantic Segmentation
Code
#16
HSNet (HM, ResNet-50)
87.1
Mean IoU
· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation
Code
#17
HSNet (ResNet-101)
SOTA
86.5
Mean IoU
· 2021-04-04
Hypercorrelation Squeeze for Few-Shot Segmentation
Code
#18
HSNet (DifFSS, ResNet-50)
86.2
Mean IoU
· 2023-07-03
DifFSS: Diffusion Model for Few-Shot Semantic Segmentation
Code
#19
Annotation-free FSS (With Annotation,ResNet-50)
85.7
Mean IoU
· 2023-07-26
Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach
Code
#20
SegGPT (ViT)
85.6
Mean IoU
· 2023-04-06
SegGPT: Segmenting Everything In Context
Code
#21
HSNet (ResNet-50)
85.5
Mean IoU
· 2021-04-04
Hypercorrelation Squeeze for Few-Shot Segmentation
Code
#22
Annotation-free FSS (Without Annotation,ResNet-50)
85
Mean IoU
· 2023-07-26
Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach
Code
#23
HSNet (VGG-16)
82.3
Mean IoU
· 2021-04-04
Hypercorrelation Squeeze for Few-Shot Segmentation
Code
#24
FSS-1000 (VGG-16)
SOTA
73.47
Mean IoU
· 2019-07-29
FSS-1000: A 1000-Class Dataset for Few-Shot Segmentation
Code