Few-Shot Learning on PASCAL-5i (1-Shot)

Metric: Mean IoU (higher is better)

LeaderboardDataset

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#	Model↕	Mean IoU▼	Augmentations	Paper	Date↕	Code
1	SegGPT (ViT)	83.2	Yes	SegGPT: Segmenting Everything In Context	2023-04-06	Code
2	PGMA-Net (ResNet-101)	77.6	No	Visual and Textual Prior Guided Mask Assemble fo...	2023-08-15	-
3	PGMA-Net (ResNet-50)	74.1	No	Visual and Textual Prior Guided Mask Assemble fo...	2023-08-15	-
4	PGMA-Net (ViT-B/16)	74.1	No	Visual and Textual Prior Guided Mask Assemble fo...	2023-08-15	-
5	GF-SAM (DINOv2)	72.1	No	Bridge the Points: Graph-based Few-shot Segment ...	2024-10-09	Code
6	HMNet (ResNet-50)	70.4	No	Hybrid Mamba for Few-Shot Segmentation	2024-09-29	Code
7	AENet (ResNet-50)	70.3	No	Eliminating Feature Ambiguity for Few-Shot Segme...	2024-07-13	Code
8	HDMNet (DifFSS, ResNet-50)	70.2	No	DifFSS: Diffusion Model for Few-Shot Semantic Se...	2023-07-03	Code
9	VAT + MSI (ResNet-101)	70.1	No	MSI: Maximize Support-Set Information for Few-Sh...	2022-12-09	Code
10	HDMNet (ResNet-50)	69.4	No	Hierarchical Dense Correlation Distillation for ...	2023-03-26	Code
11	DCAMA (Swin-B)	69.3	No	Dense Cross-Query-and-Support Attention Weighted...	2022-07-18	Code
12	BAM (DifFSS, ResNet-50)	69.3	No	DifFSS: Diffusion Model for Few-Shot Semantic Se...	2023-07-03	Code
13	MSANet (ResNet-101)	69.13	No	MSANet: Multi-Similarity and Attention Guidance ...	2022-06-20	Code
14	DACM (VAT, ResNet-101)	69.1	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
15	BAM (SVF, ResNet-50)	68.95	No	Singular Value Fine-tuning: Few-shot Segmentatio...	2022-06-13	Code
16	FPTrans (DeiT-B/16)	68.8	No	Feature-Proxy Transformer for Few-Shot Segmentat...	2022-10-13	Code
17	MIANet (ResNet-50)	68.72	No	MIANet: Aggregating Unbiased Instance and Genera...	2023-05-23	Code
18	MSANet (ResNet-50)	68.52	No	MSANet: Multi-Similarity and Attention Guidance ...	2022-06-20	Code
19	SCCAN (ResNet-101)	68.3	No	Self-Calibrated Cross Attention Network for Few-...	2023-08-18	Code
20	PFENet (SVF, ResNet-50)	68.15	No	Singular Value Fine-tuning: Few-shot Segmentatio...	2022-06-13	Code
21	VAT (ResNet-101)	67.9	No	Cost Aggregation with 4D Convolutional Swin Tran...	2022-07-22	Code
22	BAM (ResNet-50)	67.81	No	Learning What Not to Segment: A New Perspective ...	2022-03-15	Code
23	VAT (HM, ResNet-101)	67.8	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
24	MIANet (ResNet-101)	67.63	No	MIANet: Aggregating Unbiased Instance and Genera...	2023-05-23	Code
25	DACM (ResNet-101)	67.5	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
26	VAT	67.5	No	Cost Aggregation Is All You Need for Few-Shot Se...	2021-12-22	Code
27	IPRNet (ResNet-101)	67.5	No	Interclass Prototype Relation for Few-Shot Segme...	2022-11-16	-
28	FECANet (ResNet-50)	67.4	No	FECANet: Boosting Few-Shot Semantic Segmentation...	2023-01-19	Code
29	HMNet (VGG-16)	67.3	No	Hybrid Mamba for Few-Shot Segmentation	2024-09-29	Code
30	MIANet (VGG-16)	67.1	No	MIANet: Aggregating Unbiased Instance and Genera...	2023-05-23	Code
31	QCLNet (ResNet-101)	67	No	Quaternion-valued Correlation Learning for Few-S...	2023-05-12	Code
32	ASNet	66.9	No	Integrative Few-Shot Learning for Classification...	2022-03-29	Code
33	DACM (VAT, ResNet-50)	66.8	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
34	SCCAN (ResNet-50)	66.8	No	Self-Calibrated Cross Attention Network for Few-...	2023-08-18	Code
35	IPMT (ResNet-50)	66.8	No	Intermediate Prototype Mining Transformer for Fe...	2022-10-13	Code
36	HSNet (HM, ResNet-101)	66.7	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
37	DPCN	66.7	No	Dynamic Prototype Convolution Network for Few-Sh...	2022-04-22	-
38	AENet (VGG-16)	66.6	No	Eliminating Feature Ambiguity for Few-Shot Segme...	2024-07-13	Code
39	HSNet (ResNet-101)	66.2	No	Hypercorrelation Squeeze for Few-Shot Segmentation	2021-04-04	Code
40	CyCTR (DifFSS, ResNet-50)	66.2	No	DifFSS: Diffusion Model for Few-Shot Semantic Se...	2023-07-03	Code
41	IPMT (ResNet-101)	66.1	No	Intermediate Prototype Mining Transformer for Fe...	2022-10-13	Code
42	MCE (ResNet-50)	65.93	No	Masked Cross-image Encoding for Few-shot Segment...	2023-08-22	-
43	VAT (HM, ResNet-50)	65.8	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
44	MSANet (VGG-16)	65.76	No	MSANet: Multi-Similarity and Attention Guidance ...	2022-06-20	Code
45	SiGCN (ResNet-101)	65.7	No	Few-shot Semantic Segmentation with Support-indu...	2023-01-09	-
46	DACM (ResNet-50)	65.7	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
47	IPRNet (ResNet-50)	65.7	No	Interclass Prototype Relation for Few-Shot Segme...	2022-11-16	-
48	VAT (ResNet-50)	65.5	No	Cost Aggregation with 4D Convolutional Swin Tran...	2022-07-22	Code
49	SiGCN (ResNet-50)	65.3	No	Few-shot Semantic Segmentation with Support-indu...	2023-01-09	-
50	HDMNet (VGG-16)	65.1	No	Hierarchical Dense Correlation Distillation for ...	2023-03-26	Code
51	HSNet (HM, ResNet-50)	65	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
52	BAM (SVF, VGG-16)	64.87	No	Singular Value Fine-tuning: Few-shot Segmentatio...	2022-06-13	Code
53	DGPNet (ResNet-101)	64.8	No	Dense Gaussian Processes for Few-Shot Segmentation	2021-10-07	Code
54	POP(ResNet-50)	64.77	No	-	-	Code
55	MSDNet (ResNet-101)	64.7	No	MSDNet: Multi-Scale Decoder for Few-Shot Semanti...	2024-09-17	Code
56	FPTrans (ViT-B/16)	64.7	No	Feature-Proxy Transformer for Few-Shot Segmentat...	2022-10-13	Code
57	DCAMA (ResNet-50)	64.6	No	Dense Cross-Query-and-Support Attention Weighted...	2022-07-18	Code
58	SSP (ResNet-101)	64.6	No	Self-Support Few-Shot Semantic Segmentation	2022-07-23	Code
59	PFENet (SVF, VGG-16)	64.33	No	Singular Value Fine-tuning: Few-shot Segmentatio...	2022-06-13	Code
60	MSDNet (ResNet-50)	64.3	No	MSDNet: Multi-Scale Decoder for Few-Shot Semanti...	2024-09-17	Code
61	FECANet (VGG-16)	64.3	No	FECANet: Boosting Few-Shot Semantic Segmentation...	2023-01-19	Code
62	CyCTR (ResNet-101)	64.3	No	Few-Shot Segmentation via Cycle-Consistent Trans...	2021-06-04	Code
63	QCLNet (ResNet-50)	64.3	No	Quaternion-valued Correlation Learning for Few-S...	2023-05-12	Code
64	HSNet (ResNet-50)	64	No	Hypercorrelation Squeeze for Few-Shot Segmentation	2021-04-04	Code
65	APANet (ResNet-101)	64	No	APANet: Adaptive Prototypes Alignment Network fo...	2021-11-24	-
66	MLC (ResNet-101)	63.8	No	Mining Latent Classes for Few-shot Segmentation	2021-03-29	Code
67	MLC (ResNet-50)	63.6	No	Mining Latent Classes for Few-shot Segmentation	2021-03-29	Code
68	DGPNet (ResNet-50)	63.5	No	Dense Gaussian Processes for Few-Shot Segmentation	2021-10-07	Code
69	ProtoFormer (ResNet-101)	63.2	No	Prototype as Query for Few Shot Semantic Segment...	2022-11-27	Code
70	ProtoFormer (ResNet-50)	63.1	No	Prototype as Query for Few Shot Semantic Segment...	2022-11-27	Code
71	APANet (ResNet-50)	63	No	APANet: Adaptive Prototypes Alignment Network fo...	2021-11-24	-
72	MCE (VGG-16)	62.87	No	Masked Cross-image Encoding for Few-shot Segment...	2023-08-22	-
73	DCP (ResNet-50)	62.8	No	Beyond the Prototype: Divide-and-conquer Proxies...	2022-04-21	Code
74	DIaM (ResNet-50)	61.95	No	A Strong Baseline for Generalized Few-Shot Seman...	2022-11-25	Code
75	DACM (VGG-16)	61.8	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
76	PFENet (SCL, ResNet-50)	61.8	No	Self-Guided and Cross-Guided Learning for Few-Sh...	2021-03-30	Code
77	SSP (ResNet-50)	61.4	No	Self-Support Few-Shot Semantic Segmentation	2022-07-23	Code
78	IMR-HSNet (ResNet-50)	61.1	No	Iterative Few-shot Semantic Segmentation from Im...	2023-03-10	Code
79	SiGCN (VGG-16)	60.8	No	Few-shot Semantic Segmentation with Support-indu...	2023-01-09	-
80	PFENet (ResNet-50)	60.8	No	Prior Guided Feature Enrichment Network for Few-...	2020-08-04	Code
81	QCLNet (VGG-16)	60.6	No	Quaternion-valued Correlation Learning for Few-S...	2023-05-12	Code
82	RePRI (CECE-T,ResNet-50)	60.5	No	Clustered-patch Element Connection for Few-shot ...	2023-04-20	Code
83	RePRI (CECE-M,ResNet-50)	60.4	No	Clustered-patch Element Connection for Few-shot ...	2023-04-20	Code
84	PFENet (ResNet-101)	60.1	No	Prior Guided Feature Enrichment Network for Few-...	2020-08-04	Code
85	HSNet (VGG-16)	59.7	No	Hypercorrelation Squeeze for Few-Shot Segmentation	2021-04-04	Code
86	RePRI (ResNet-50)	59.7	No	Few-Shot Segmentation Without Meta-Learning: A G...	2020-12-11	Code
87	RePRI (ResNet-101)	59.4	No	Few-Shot Segmentation Without Meta-Learning: A G...	2020-12-11	Code
88	ASGNet (ResNet-101)	59.31	No	Adaptive Prototype Learning and Allocation for F...	2021-04-05	Code
89	ASGNet (ResNet-50)	59.29	No	Adaptive Prototype Learning and Allocation for F...	2021-04-05	Code
90	APANet (VGG-16)	59	No	APANet: Adaptive Prototypes Alignment Network fo...	2021-11-24	-
91	ASR (ResNet-50)	58.16	No	Anti-aliasing Semantic Reconstruction for Few-Sh...	2021-06-01	Code
92	PFENet (VGG-16)	58	No	Prior Guided Feature Enrichment Network for Few-...	2020-08-04	Code
93	CWT (ResNet-101)	58	No	Simpler is Better: Few-shot Semantic Segmentatio...	2021-08-06	Code
94	CANet (SCL, ResNet-50)	57.5	No	Self-Guided and Cross-Guided Learning for Few-Sh...	2021-03-30	Code
95	LTM	57	No	A New Local Transformation Module for Few-shot S...	2019-10-14	-
96	IMR-HSNet (VGG-16)	56.5	No	Iterative Few-shot Semantic Segmentation from Im...	2023-03-10	Code
97	CWT (ResNet-50)	56.4	No	Simpler is Better: Few-shot Semantic Segmentatio...	2021-08-06	Code
98	RPMM (ResNet-50)	56.3	No	Prototype Mixture Models for Few-shot Semantic S...	2020-08-10	Code
99	FWB (ResNet-101)	56.2	No	Feature Weighting and Boosting for Few-Shot Segm...	2019-09-28	Code
100	PGNet (ResNet-50)	56	No	-	-	-
101	ASR (VGG-16)	55.66	No	Anti-aliasing Semantic Reconstruction for Few-Sh...	2021-06-01	Code
102	CANet (ResNet-50)	55.4	No	CANet: Class-Agnostic Segmentation Networks with...	2019-03-06	Code
103	CAPL (ResNet-50)	54.38	No	Generalized Few-shot Semantic Segmentation	2020-10-11	Code
104	FWB (VGG-16)	51.9	No	Feature Weighting and Boosting for Few-Shot Segm...	2019-09-28	Code
105	PPNet (ResNet-50)	51.5	No	Part-aware Prototype Network for Few-shot Semant...	2020-07-13	Code
106	PANet (VGG-16)	48.1	No	PANet: Few-Shot Image Semantic Segmentation with...	2019-08-18	Code
107	SG-One (VGG-16)	46.3	No	SG-One: Similarity Guidance Network for One-Shot...	2018-10-22	Code

#1SegGPT (ViT)SOTA
83.2
Mean IoU· Augmentations· 2023-04-06
SegGPT: Segmenting Everything In Context Code
#2PGMA-Net (ResNet-101)
77.6
Mean IoU· 2023-08-15
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond
#3PGMA-Net (ResNet-50)
74.1
Mean IoU· 2023-08-15
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond
#4PGMA-Net (ViT-B/16)
74.1
Mean IoU· 2023-08-15
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond
#5GF-SAM (DINOv2)
72.1
Mean IoU· 2024-10-09
Bridge the Points: Graph-based Few-shot Segment Anything Semantically Code
#6HMNet (ResNet-50)
70.4
Mean IoU· 2024-09-29
Hybrid Mamba for Few-Shot Segmentation Code
#7AENet (ResNet-50)
70.3
Mean IoU· 2024-07-13
Eliminating Feature Ambiguity for Few-Shot Segmentation Code
#8HDMNet (DifFSS, ResNet-50)
70.2
Mean IoU· 2023-07-03
DifFSS: Diffusion Model for Few-Shot Semantic Segmentation Code
#9VAT + MSI (ResNet-101)SOTA
70.1
Mean IoU· 2022-12-09
MSI: Maximize Support-Set Information for Few-Shot Segmentation Code
#10HDMNet (ResNet-50)
69.4
Mean IoU· 2023-03-26
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation Code
#11DCAMA (Swin-B)SOTA
69.3
Mean IoU· 2022-07-18
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation Code
#12BAM (DifFSS, ResNet-50)
69.3
Mean IoU· 2023-07-03
DifFSS: Diffusion Model for Few-Shot Semantic Segmentation Code
#13MSANet (ResNet-101)SOTA
69.13
Mean IoU· 2022-06-20
MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation Code
#14DACM (VAT, ResNet-101)
69.1
Mean IoU· 2022-07-30
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation Code
#15BAM (SVF, ResNet-50)SOTA
68.95
Mean IoU· 2022-06-13
Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning Code
#16FPTrans (DeiT-B/16)
68.8
Mean IoU· 2022-10-13
Feature-Proxy Transformer for Few-Shot Segmentation Code
#17MIANet (ResNet-50)
68.72
Mean IoU· 2023-05-23
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation Code
#18MSANet (ResNet-50)
68.52
Mean IoU· 2022-06-20
MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation Code
#19SCCAN (ResNet-101)
68.3
Mean IoU· 2023-08-18
Self-Calibrated Cross Attention Network for Few-Shot Segmentation Code
#20PFENet (SVF, ResNet-50)
68.15
Mean IoU· 2022-06-13
Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning Code
#21VAT (ResNet-101)
67.9
Mean IoU· 2022-07-22
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation Code
#22BAM (ResNet-50)SOTA
67.81
Mean IoU· 2022-03-15
Learning What Not to Segment: A New Perspective on Few-Shot Segmentation Code
#23VAT (HM, ResNet-101)
67.8
Mean IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#24MIANet (ResNet-101)
67.63
Mean IoU· 2023-05-23
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation Code
#25DACM (ResNet-101)
67.5
Mean IoU· 2022-07-30
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation Code
#26VATSOTA
67.5
Mean IoU· 2021-12-22
Cost Aggregation Is All You Need for Few-Shot Segmentation Code
#27IPRNet (ResNet-101)
67.5
Mean IoU· 2022-11-16
Interclass Prototype Relation for Few-Shot Segmentation
#28FECANet (ResNet-50)
67.4
Mean IoU· 2023-01-19
FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network Code
#29HMNet (VGG-16)
67.3
Mean IoU· 2024-09-29
Hybrid Mamba for Few-Shot Segmentation Code
#30MIANet (VGG-16)
67.1
Mean IoU· 2023-05-23
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation Code
#31QCLNet (ResNet-101)
67
Mean IoU· 2023-05-12
Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation Code
#32ASNet
66.9
Mean IoU· 2022-03-29
Integrative Few-Shot Learning for Classification and Segmentation Code
#33DACM (VAT, ResNet-50)
66.8
Mean IoU· 2022-07-30
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation Code
#34SCCAN (ResNet-50)
66.8
Mean IoU· 2023-08-18
Self-Calibrated Cross Attention Network for Few-Shot Segmentation Code
#35IPMT (ResNet-50)
66.8
Mean IoU· 2022-10-13
Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation Code
#36HSNet (HM, ResNet-101)
66.7
Mean IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#37DPCN
66.7
Mean IoU· 2022-04-22
Dynamic Prototype Convolution Network for Few-Shot Semantic Segmentation
#38AENet (VGG-16)
66.6
Mean IoU· 2024-07-13
Eliminating Feature Ambiguity for Few-Shot Segmentation Code
#39HSNet (ResNet-101)SOTA
66.2
Mean IoU· 2021-04-04
Hypercorrelation Squeeze for Few-Shot Segmentation Code
#40CyCTR (DifFSS, ResNet-50)
66.2
Mean IoU· 2023-07-03
DifFSS: Diffusion Model for Few-Shot Semantic Segmentation Code
#41IPMT (ResNet-101)
66.1
Mean IoU· 2022-10-13
Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation Code
#42MCE (ResNet-50)
65.93
Mean IoU· 2023-08-22
Masked Cross-image Encoding for Few-shot Segmentation
#43VAT (HM, ResNet-50)
65.8
Mean IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#44MSANet (VGG-16)
65.76
Mean IoU· 2022-06-20
MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation Code
#45SiGCN (ResNet-101)
65.7
Mean IoU· 2023-01-09
Few-shot Semantic Segmentation with Support-induced Graph Convolutional Network
#46DACM (ResNet-50)
65.7
Mean IoU· 2022-07-30
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation Code
#47IPRNet (ResNet-50)
65.7
Mean IoU· 2022-11-16
Interclass Prototype Relation for Few-Shot Segmentation
#48VAT (ResNet-50)
65.5
Mean IoU· 2022-07-22
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation Code
#49SiGCN (ResNet-50)
65.3
Mean IoU· 2023-01-09
Few-shot Semantic Segmentation with Support-induced Graph Convolutional Network
#50HDMNet (VGG-16)
65.1
Mean IoU· 2023-03-26
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation Code
#51HSNet (HM, ResNet-50)
65
Mean IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#52BAM (SVF, VGG-16)
64.87
Mean IoU· 2022-06-13
Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning Code
#53DGPNet (ResNet-101)
64.8
Mean IoU· 2021-10-07
Dense Gaussian Processes for Few-Shot Segmentation Code
#54POP(ResNet-50)
64.77
Mean IoU
No paperCode
#55MSDNet (ResNet-101)
64.7
Mean IoU· 2024-09-17
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping Code
#56FPTrans (ViT-B/16)
64.7
Mean IoU· 2022-10-13
Feature-Proxy Transformer for Few-Shot Segmentation Code
#57DCAMA (ResNet-50)
64.6
Mean IoU· 2022-07-18
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation Code
#58SSP (ResNet-101)
64.6
Mean IoU· 2022-07-23
Self-Support Few-Shot Semantic Segmentation Code
#59PFENet (SVF, VGG-16)
64.33
Mean IoU· 2022-06-13
Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning Code
#60MSDNet (ResNet-50)
64.3
Mean IoU· 2024-09-17
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping Code
#61FECANet (VGG-16)
64.3
Mean IoU· 2023-01-19
FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network Code
#62CyCTR (ResNet-101)
64.3
Mean IoU· 2021-06-04
Few-Shot Segmentation via Cycle-Consistent Transformer Code
#63QCLNet (ResNet-50)
64.3
Mean IoU· 2023-05-12
Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation Code
#64HSNet (ResNet-50)
64
Mean IoU· 2021-04-04
Hypercorrelation Squeeze for Few-Shot Segmentation Code
#65APANet (ResNet-101)
64
Mean IoU· 2021-11-24
APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation
#66MLC (ResNet-101)SOTA
63.8
Mean IoU· 2021-03-29
Mining Latent Classes for Few-shot Segmentation Code
#67MLC (ResNet-50)
63.6
Mean IoU· 2021-03-29
Mining Latent Classes for Few-shot Segmentation Code
#68DGPNet (ResNet-50)
63.5
Mean IoU· 2021-10-07
Dense Gaussian Processes for Few-Shot Segmentation Code
#69ProtoFormer (ResNet-101)
63.2
Mean IoU· 2022-11-27
Prototype as Query for Few Shot Semantic Segmentation Code
#70ProtoFormer (ResNet-50)
63.1
Mean IoU· 2022-11-27
Prototype as Query for Few Shot Semantic Segmentation Code
#71APANet (ResNet-50)
63
Mean IoU· 2021-11-24
APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation
#72MCE (VGG-16)
62.87
Mean IoU· 2023-08-22
Masked Cross-image Encoding for Few-shot Segmentation
#73DCP (ResNet-50)
62.8
Mean IoU· 2022-04-21
Beyond the Prototype: Divide-and-conquer Proxies for Few-shot Segmentation Code
#74DIaM (ResNet-50)
61.95
Mean IoU· 2022-11-25
A Strong Baseline for Generalized Few-Shot Semantic Segmentation Code
#75DACM (VGG-16)
61.8
Mean IoU· 2022-07-30
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation Code
#76PFENet (SCL, ResNet-50)
61.8
Mean IoU· 2021-03-30
Self-Guided and Cross-Guided Learning for Few-Shot Segmentation Code
#77SSP (ResNet-50)
61.4
Mean IoU· 2022-07-23
Self-Support Few-Shot Semantic Segmentation Code
#78IMR-HSNet (ResNet-50)
61.1
Mean IoU· 2023-03-10
Iterative Few-shot Semantic Segmentation from Image Label Text Code
#79SiGCN (VGG-16)
60.8
Mean IoU· 2023-01-09
Few-shot Semantic Segmentation with Support-induced Graph Convolutional Network
#80PFENet (ResNet-50)SOTA
60.8
Mean IoU· 2020-08-04
Prior Guided Feature Enrichment Network for Few-Shot Segmentation Code
#81QCLNet (VGG-16)
60.6
Mean IoU· 2023-05-12
Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation Code
#82RePRI (CECE-T,ResNet-50)
60.5
Mean IoU· 2023-04-20
Clustered-patch Element Connection for Few-shot Learning Code
#83RePRI (CECE-M,ResNet-50)
60.4
Mean IoU· 2023-04-20
Clustered-patch Element Connection for Few-shot Learning Code
#84PFENet (ResNet-101)
60.1
Mean IoU· 2020-08-04
Prior Guided Feature Enrichment Network for Few-Shot Segmentation Code
#85HSNet (VGG-16)
59.7
Mean IoU· 2021-04-04
Hypercorrelation Squeeze for Few-Shot Segmentation Code
#86RePRI (ResNet-50)
59.7
Mean IoU· 2020-12-11
Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need?Code
#87RePRI (ResNet-101)
59.4
Mean IoU· 2020-12-11
Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need?Code
#88ASGNet (ResNet-101)
59.31
Mean IoU· 2021-04-05
Adaptive Prototype Learning and Allocation for Few-Shot Segmentation Code
#89ASGNet (ResNet-50)
59.29
Mean IoU· 2021-04-05
Adaptive Prototype Learning and Allocation for Few-Shot Segmentation Code
#90APANet (VGG-16)
59
Mean IoU· 2021-11-24
APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation
#91ASR (ResNet-50)
58.16
Mean IoU· 2021-06-01
Anti-aliasing Semantic Reconstruction for Few-Shot Semantic Segmentation Code
#92PFENet (VGG-16)
58
Mean IoU· 2020-08-04
Prior Guided Feature Enrichment Network for Few-Shot Segmentation Code
#93CWT (ResNet-101)
58
Mean IoU· 2021-08-06
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer Code
#94CANet (SCL, ResNet-50)
57.5
Mean IoU· 2021-03-30
Self-Guided and Cross-Guided Learning for Few-Shot Segmentation Code
#95LTMSOTA
57
Mean IoU· 2019-10-14
A New Local Transformation Module for Few-shot Segmentation
#96IMR-HSNet (VGG-16)
56.5
Mean IoU· 2023-03-10
Iterative Few-shot Semantic Segmentation from Image Label Text Code
#97CWT (ResNet-50)
56.4
Mean IoU· 2021-08-06
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer Code
#98RPMM (ResNet-50)
56.3
Mean IoU· 2020-08-10
Prototype Mixture Models for Few-shot Semantic Segmentation Code
#99FWB (ResNet-101)SOTA
56.2
Mean IoU· 2019-09-28
Feature Weighting and Boosting for Few-Shot Segmentation Code
#100PGNet (ResNet-50)
56
Mean IoU
No paper
#101ASR (VGG-16)
55.66
Mean IoU· 2021-06-01
Anti-aliasing Semantic Reconstruction for Few-Shot Semantic Segmentation Code
#102CANet (ResNet-50)SOTA
55.4
Mean IoU· 2019-03-06
CANet: Class-Agnostic Segmentation Networks with Iterative Refinement and Attentive Few-Shot Learning Code
#103CAPL (ResNet-50)
54.38
Mean IoU· 2020-10-11
Generalized Few-shot Semantic Segmentation Code
#104FWB (VGG-16)
51.9
Mean IoU· 2019-09-28
Feature Weighting and Boosting for Few-Shot Segmentation Code
#105PPNet (ResNet-50)
51.5
Mean IoU· 2020-07-13
Part-aware Prototype Network for Few-shot Semantic Segmentation Code
#106PANet (VGG-16)
48.1
Mean IoU· 2019-08-18
PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment Code
#107SG-One (VGG-16)SOTA
46.3
Mean IoU· 2018-10-22
SG-One: Similarity Guidance Network for One-Shot Semantic Segmentation Code