Few-Shot Semantic Segmentation on PASCAL-5i (5-Shot)

Metric: Mean IoU (higher is better)

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#	Model↕	Mean IoU▼	Extra Data	Paper	Date↕	Code
1	SegGPT (ViT)	89.8	Yes	SegGPT: Segmenting Everything In Context	2023-04-06	Code
2	GF-SAM (DINOv2)	82.6	No	Bridge the Points: Graph-based Few-shot Segment ...	2024-10-09	Code
3	PGMA-Net (ResNet-101)	78.6	No	Visual and Textual Prior Guided Mask Assemble fo...	2023-08-15	-
4	FPTrans (DeiT-B/16)	78	No	Feature-Proxy Transformer for Few-Shot Segmentat...	2022-10-13	Code
5	DGPNet (ResNet-101)	75.4	No	Dense Gaussian Processes for Few-Shot Segmentation	2021-10-07	Code
6	PGMA-Net (ResNet-50)	75.2	No	Visual and Textual Prior Guided Mask Assemble fo...	2023-08-15	-
7	DCAMA (Swin-B)	74.9	No	Dense Cross-Query-and-Support Attention Weighted...	2022-07-18	Code
8	PGMA-Net (ViT-B/16)	74.6	No	Visual and Textual Prior Guided Mask Assemble fo...	2023-08-15	-
9	AENet (ResNet-50)	74.2	No	Eliminating Feature Ambiguity for Few-Shot Segme...	2024-07-13	Code
10	HMNet (ResNet-50)	74.1	No	Hybrid Mamba for Few-Shot Segmentation	2024-09-29	Code
11	MSANet (ResNet-101)	73.99	No	MSANet: Multi-Similarity and Attention Guidance ...	2022-06-20	Code
12	FPTrans (ViT-B/16)	73.7	No	Feature-Proxy Transformer for Few-Shot Segmentat...	2022-10-13	Code
13	DGPNet (ResNet-50)	73.5	No	Dense Gaussian Processes for Few-Shot Segmentation	2021-10-07	Code
14	DACM (VAT, ResNet-101)	73.3	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
15	SSP (ResNet-101)	73.1	No	Self-Support Few-Shot Semantic Segmentation	2022-07-23	Code
16	MSANet (ResNet-50)	72.6	No	MSANet: Multi-Similarity and Attention Guidance ...	2022-06-20	Code
17	MSHNet	72.3	No	Multi-similarity based Hyperrelation Network for...	2022-03-17	Code
18	BAM (SVF, ResNet-50)	72.28	No	Singular Value Fine-tuning: Few-shot Segmentatio...	2022-06-13	Code
19	VAT (ResNet-101)	72	No	Cost Aggregation with 4D Convolutional Swin Tran...	2022-07-22	Code
20	MIANet (VGG-16)	71.99	No	MIANet: Aggregating Unbiased Instance and Genera...	2023-05-23	Code
21	PFENet (SVF, ResNet-50)	71.82	No	Singular Value Fine-tuning: Few-shot Segmentatio...	2022-06-13	Code
22	HDMNet (ResNet-50)	71.8	No	Hierarchical Dense Correlation Distillation for ...	2023-03-26	Code
23	DACM (VAT, ResNet-50)	71.7	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
24	VAT	71.6	No	Cost Aggregation Is All You Need for Few-Shot Se...	2021-12-22	Code
25	MIANet (ResNet-50)	71.59	No	MIANet: Aggregating Unbiased Instance and Genera...	2023-05-23	Code
26	SCCAN (ResNet-101)	71.5	No	Self-Calibrated Cross Attention Network for Few-...	2023-08-18	Code
27	DACM (ResNet-101)	71.4	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
28	QCLNet (ResNet-101)	71.2	No	Quaternion-valued Correlation Learning for Few-S...	2023-05-12	Code
29	HMNet (VGG-16)	71.1	No	Hybrid Mamba for Few-Shot Segmentation	2024-09-29	Code
30	ASNet	71.1	No	Integrative Few-Shot Learning for Classification...	2022-03-29	Code
31	BAM (ResNet-50)	70.91	No	Learning What Not to Segment: A New Perspective ...	2022-03-15	Code
32	VAT (HM, ResNet-101)	70.9	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
33	DACM (ResNet-50)	70.9	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
34	IPRNet (ResNet-101)	70.9	No	Interclass Prototype Relation for Few-Shot Segme...	2022-11-16	-
35	MSDNet (ResNet-101)	70.8	No	MSDNet: Multi-Scale Decoder for Few-Shot Semanti...	2024-09-17	Code
36	AENet (VGG-16)	70.6	No	Eliminating Feature Ambiguity for Few-Shot Segme...	2024-07-13	Code
37	HSNet (ResNet-101)	70.4	No	Hypercorrelation Squeeze for Few-Shot Segmentation	2021-04-04	Code
38	MSANet (VGG-16)	70.4	No	MSANet: Multi-Similarity and Attention Guidance ...	2022-06-20	Code
39	SCCAN (ResNet-50)	70.3	No	Self-Calibrated Cross Attention Network for Few-...	2023-08-18	Code
40	POP(ResNet-50)	70.28	No	-	-	Code
41	IPRNet (ResNet-50)	70.2	No	Interclass Prototype Relation for Few-Shot Segme...	2022-11-16	-
42	VAT (ResNet-50)	70.1	No	Cost Aggregation with 4D Convolutional Swin Tran...	2022-07-22	Code
43	MCE (ResNet-50)	70.03	No	Masked Cross-image Encoding for Few-shot Segment...	2023-08-22	-
44	FECANet (ResNet-50)	70	No	FECANet: Boosting Few-Shot Semantic Segmentation...	2023-01-19	Code
45	PFENet (SVF, VGG-16)	69.8	No	Singular Value Fine-tuning: Few-shot Segmentatio...	2022-06-13	Code
46	HSNet (ResNet-50)	69.5	No	Hypercorrelation Squeeze for Few-Shot Segmentation	2021-04-04	Code
47	QCLNet (ResNet-50)	69.5	No	Quaternion-valued Correlation Learning for Few-S...	2023-05-12	Code
48	HSNet (HM, ResNet-101)	69.3	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
49	SSP (ResNet-50)	69.3	No	Self-Support Few-Shot Semantic Segmentation	2022-07-23	Code
50	MLC (ResNet-101)	69.3	No	Mining Latent Classes for Few-shot Segmentation	2021-03-29	Code
51	HDMNet (VGG-16)	69.3	No	Hierarchical Dense Correlation Distillation for ...	2023-03-26	Code
52	IPMT (ResNet-101)	69.2	No	Intermediate Prototype Mining Transformer for Fe...	2022-10-13	Code
53	BAM (SVF, VGG-16)	69.11	No	Singular Value Fine-tuning: Few-shot Segmentatio...	2022-06-13	Code
54	MSDNet (ResNet-50)	68.7	No	MSDNet: Multi-Scale Decoder for Few-Shot Semanti...	2024-09-17	Code
55	DCAMA (ResNet-50)	68.5	No	Dense Cross-Query-and-Support Attention Weighted...	2022-07-18	Code
56	SiGCN (ResNet-50)	68.5	No	Few-shot Semantic Segmentation with Support-indu...	2023-01-09	-
57	DCAMA (ResNet-101)	68.3	No	Dense Cross-Query-and-Support Attention Weighted...	2022-07-18	Code
58	MCE (VGG-16)	68.21	No	Masked Cross-image Encoding for Few-shot Segment...	2023-08-22	-
59	IPMT (ResNet-50)	68.2	No	Intermediate Prototype Mining Transformer for Fe...	2022-10-13	Code
60	VAT (HM, ResNet-50)	68.2	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
61	APANet (ResNet-101)	68	No	APANet: Adaptive Prototypes Alignment Network fo...	2021-11-24	-
62	DCP (ResNet-50)	67.8	No	Beyond the Prototype: Divide-and-conquer Proxies...	2022-04-21	Code
63	ProtoFormer (ResNet-50)	67.4	No	Prototype as Query for Few Shot Semantic Segment...	2022-11-27	Code
64	HSNet (HM, ResNet-50)	67.1	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
65	ProtoFormer (ResNet-101)	67	No	Prototype as Query for Few Shot Semantic Segment...	2022-11-27	Code
66	DIaM (ResNet-50)	66.97	No	A Strong Baseline for Generalized Few-Shot Seman...	2022-11-25	Code
67	MLC (ResNet-50)	66.8	No	Mining Latent Classes for Few-shot Segmentation	2021-03-29	Code
68	FECANet (VGG-16)	66.7	No	FECANet: Boosting Few-Shot Semantic Segmentation...	2023-01-19	Code
69	CyCTR (ResNet-101)	66.6	No	Few-Shot Segmentation via Cycle-Consistent Trans...	2021-06-04	Code
70	RePRI (ResNet-50)	66.6	No	Few-Shot Segmentation Without Meta-Learning: A G...	2020-12-11	Code
71	RePRI (CECE-M,ResNet-50)	66.5	No	Clustered-patch Element Connection for Few-shot ...	2023-04-20	Code
72	RePRI (CECE-T,ResNet-50)	66.2	No	Clustered-patch Element Connection for Few-shot ...	2023-04-20	Code
73	APANet (ResNet-50)	66	No	APANet: Adaptive Prototypes Alignment Network fo...	2021-11-24	-
74	DACM (VGG-16)	65.7	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
75	RePRI (ResNet-101)	65.6	No	Few-Shot Segmentation Without Meta-Learning: A G...	2020-12-11	Code
76	CWT (ResNet-101)	64.7	No	Simpler is Better: Few-shot Semantic Segmentatio...	2021-08-06	Code
77	ASGNet (ResNet-101)	64.36	No	Adaptive Prototype Learning and Allocation for F...	2021-04-05	Code
78	QCLNet (VGG-16)	64.2	No	Quaternion-valued Correlation Learning for Few-S...	2023-05-12	Code
79	HSNet (VGG-16)	64.1	No	Hypercorrelation Squeeze for Few-Shot Segmentation	2021-04-04	Code
80	ASGNet (ResNet-50)	63.94	No	Adaptive Prototype Learning and Allocation for F...	2021-04-05	Code
81	CWT (ResNet-50)	63.7	No	Simpler is Better: Few-shot Semantic Segmentatio...	2021-08-06	Code
82	PFENet (SCL, ResNet-50)	62.9	No	Self-Guided and Cross-Guided Learning for Few-Sh...	2021-03-30	Code
83	APANet (VGG-16)	62.6	No	APANet: Adaptive Prototypes Alignment Network fo...	2021-11-24	-
84	PPNet (ResNet-50)	62	No	Part-aware Prototype Network for Few-shot Semant...	2020-07-13	Code
85	PFENet (ResNet-50)	61.9	No	Prior Guided Feature Enrichment Network for Few-...	2020-08-04	Code
86	PFENet (ResNet-101)	61.4	No	Prior Guided Feature Enrichment Network for Few-...	2020-08-04	Code
87	ASR (ResNet-50)	60.96	No	Anti-aliasing Semantic Reconstruction for Few-Sh...	2021-06-01	Code
88	LTM	60.6	No	A New Local Transformation Module for Few-shot S...	2019-10-14	-
89	FWB (ResNet-101)	59.9	No	Feature Weighting and Boosting for Few-Shot Segm...	2019-09-28	Code
90	PCN (ResNet-50)	59.66	No	Prediction Calibration for Generalized Few-shot ...	2022-10-15	-
91	CANet (SCL, ResNet-50)	59.2	No	Self-Guided and Cross-Guided Learning for Few-Sh...	2021-03-30	Code
92	PFENet (VGG-16)	59	No	Prior Guided Feature Enrichment Network for Few-...	2020-08-04	Code
93	PGNet (ResNet-50)	58.5	No	-	-	-
94	ASR (VGG-16)	57.99	No	Anti-aliasing Semantic Reconstruction for Few-Sh...	2021-06-01	Code
95	RPMM (ResNet-50)	57.3	No	Prototype Mixture Models for Few-shot Semantic S...	2020-08-10	Code
96	CANet (ResNet-50)	57.1	No	CANet: Class-Agnostic Segmentation Networks with...	2019-03-06	Code
97	CAPL (ResNet-50)	55.72	No	Generalized Few-shot Semantic Segmentation	2020-10-11	Code
98	PANet (VGG-16)	55.7	No	PANet: Few-Shot Image Semantic Segmentation with...	2019-08-18	Code
99	FWB (VGG-16)	55.1	No	Feature Weighting and Boosting for Few-Shot Segm...	2019-09-28	Code
100	SG-One (VGG-16)	47.1	No	SG-One: Similarity Guidance Network for One-Shot...	2018-10-22	Code

#1SegGPT (ViT)SOTA
89.8
Mean IoU· Extra Data· 2023-04-06
SegGPT: Segmenting Everything In Context Code
#2GF-SAM (DINOv2)
82.6
Mean IoU· 2024-10-09
Bridge the Points: Graph-based Few-shot Segment Anything Semantically Code
#3PGMA-Net (ResNet-101)
78.6
Mean IoU· 2023-08-15
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond
#4FPTrans (DeiT-B/16)SOTA
78
Mean IoU· 2022-10-13
Feature-Proxy Transformer for Few-Shot Segmentation Code
#5DGPNet (ResNet-101)SOTA
75.4
Mean IoU· 2021-10-07
Dense Gaussian Processes for Few-Shot Segmentation Code
#6PGMA-Net (ResNet-50)
75.2
Mean IoU· 2023-08-15
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond
#7DCAMA (Swin-B)
74.9
Mean IoU· 2022-07-18
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation Code
#8PGMA-Net (ViT-B/16)
74.6
Mean IoU· 2023-08-15
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond
#9AENet (ResNet-50)
74.2
Mean IoU· 2024-07-13
Eliminating Feature Ambiguity for Few-Shot Segmentation Code
#10HMNet (ResNet-50)
74.1
Mean IoU· 2024-09-29
Hybrid Mamba for Few-Shot Segmentation Code
#11MSANet (ResNet-101)
73.99
Mean IoU· 2022-06-20
MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation Code
#12FPTrans (ViT-B/16)
73.7
Mean IoU· 2022-10-13
Feature-Proxy Transformer for Few-Shot Segmentation Code
#13DGPNet (ResNet-50)
73.5
Mean IoU· 2021-10-07
Dense Gaussian Processes for Few-Shot Segmentation Code
#14DACM (VAT, ResNet-101)
73.3
Mean IoU· 2022-07-30
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation Code
#15SSP (ResNet-101)
73.1
Mean IoU· 2022-07-23
Self-Support Few-Shot Semantic Segmentation Code
#16MSANet (ResNet-50)
72.6
Mean IoU· 2022-06-20
MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation Code
#17MSHNet
72.3
Mean IoU· 2022-03-17
Multi-similarity based Hyperrelation Network for few-shot segmentation Code
#18BAM (SVF, ResNet-50)
72.28
Mean IoU· 2022-06-13
Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning Code
#19VAT (ResNet-101)
72
Mean IoU· 2022-07-22
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation Code
#20MIANet (VGG-16)
71.99
Mean IoU· 2023-05-23
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation Code
#21PFENet (SVF, ResNet-50)
71.82
Mean IoU· 2022-06-13
Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning Code
#22HDMNet (ResNet-50)
71.8
Mean IoU· 2023-03-26
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation Code
#23DACM (VAT, ResNet-50)
71.7
Mean IoU· 2022-07-30
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation Code
#24VAT
71.6
Mean IoU· 2021-12-22
Cost Aggregation Is All You Need for Few-Shot Segmentation Code
#25MIANet (ResNet-50)
71.59
Mean IoU· 2023-05-23
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation Code
#26SCCAN (ResNet-101)
71.5
Mean IoU· 2023-08-18
Self-Calibrated Cross Attention Network for Few-Shot Segmentation Code
#27DACM (ResNet-101)
71.4
Mean IoU· 2022-07-30
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation Code
#28QCLNet (ResNet-101)
71.2
Mean IoU· 2023-05-12
Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation Code
#29HMNet (VGG-16)
71.1
Mean IoU· 2024-09-29
Hybrid Mamba for Few-Shot Segmentation Code
#30ASNet
71.1
Mean IoU· 2022-03-29
Integrative Few-Shot Learning for Classification and Segmentation Code
#31BAM (ResNet-50)
70.91
Mean IoU· 2022-03-15
Learning What Not to Segment: A New Perspective on Few-Shot Segmentation Code
#32VAT (HM, ResNet-101)
70.9
Mean IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#33DACM (ResNet-50)
70.9
Mean IoU· 2022-07-30
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation Code
#34IPRNet (ResNet-101)
70.9
Mean IoU· 2022-11-16
Interclass Prototype Relation for Few-Shot Segmentation
#35MSDNet (ResNet-101)
70.8
Mean IoU· 2024-09-17
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping Code
#36AENet (VGG-16)
70.6
Mean IoU· 2024-07-13
Eliminating Feature Ambiguity for Few-Shot Segmentation Code
#37HSNet (ResNet-101)SOTA
70.4
Mean IoU· 2021-04-04
Hypercorrelation Squeeze for Few-Shot Segmentation Code
#38MSANet (VGG-16)
70.4
Mean IoU· 2022-06-20
MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation Code
#39SCCAN (ResNet-50)
70.3
Mean IoU· 2023-08-18
Self-Calibrated Cross Attention Network for Few-Shot Segmentation Code
#40POP(ResNet-50)
70.28
Mean IoU
No paperCode
#41IPRNet (ResNet-50)
70.2
Mean IoU· 2022-11-16
Interclass Prototype Relation for Few-Shot Segmentation
#42VAT (ResNet-50)
70.1
Mean IoU· 2022-07-22
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation Code
#43MCE (ResNet-50)
70.03
Mean IoU· 2023-08-22
Masked Cross-image Encoding for Few-shot Segmentation
#44FECANet (ResNet-50)
70
Mean IoU· 2023-01-19
FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network Code
#45PFENet (SVF, VGG-16)
69.8
Mean IoU· 2022-06-13
Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning Code
#46HSNet (ResNet-50)
69.5
Mean IoU· 2021-04-04
Hypercorrelation Squeeze for Few-Shot Segmentation Code
#47QCLNet (ResNet-50)
69.5
Mean IoU· 2023-05-12
Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation Code
#48HSNet (HM, ResNet-101)
69.3
Mean IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#49SSP (ResNet-50)
69.3
Mean IoU· 2022-07-23
Self-Support Few-Shot Semantic Segmentation Code
#50MLC (ResNet-101)SOTA
69.3
Mean IoU· 2021-03-29
Mining Latent Classes for Few-shot Segmentation Code
#51HDMNet (VGG-16)
69.3
Mean IoU· 2023-03-26
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation Code
#52IPMT (ResNet-101)
69.2
Mean IoU· 2022-10-13
Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation Code
#53BAM (SVF, VGG-16)
69.11
Mean IoU· 2022-06-13
Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning Code
#54MSDNet (ResNet-50)
68.7
Mean IoU· 2024-09-17
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping Code
#55DCAMA (ResNet-50)
68.5
Mean IoU· 2022-07-18
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation Code
#56SiGCN (ResNet-50)
68.5
Mean IoU· 2023-01-09
Few-shot Semantic Segmentation with Support-induced Graph Convolutional Network
#57DCAMA (ResNet-101)
68.3
Mean IoU· 2022-07-18
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation Code
#58MCE (VGG-16)
68.21
Mean IoU· 2023-08-22
Masked Cross-image Encoding for Few-shot Segmentation
#59IPMT (ResNet-50)
68.2
Mean IoU· 2022-10-13
Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation Code
#60VAT (HM, ResNet-50)
68.2
Mean IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#61APANet (ResNet-101)
68
Mean IoU· 2021-11-24
APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation
#62DCP (ResNet-50)
67.8
Mean IoU· 2022-04-21
Beyond the Prototype: Divide-and-conquer Proxies for Few-shot Segmentation Code
#63ProtoFormer (ResNet-50)
67.4
Mean IoU· 2022-11-27
Prototype as Query for Few Shot Semantic Segmentation Code
#64HSNet (HM, ResNet-50)
67.1
Mean IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#65ProtoFormer (ResNet-101)
67
Mean IoU· 2022-11-27
Prototype as Query for Few Shot Semantic Segmentation Code
#66DIaM (ResNet-50)
66.97
Mean IoU· 2022-11-25
A Strong Baseline for Generalized Few-Shot Semantic Segmentation Code
#67MLC (ResNet-50)
66.8
Mean IoU· 2021-03-29
Mining Latent Classes for Few-shot Segmentation Code
#68FECANet (VGG-16)
66.7
Mean IoU· 2023-01-19
FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network Code
#69CyCTR (ResNet-101)
66.6
Mean IoU· 2021-06-04
Few-Shot Segmentation via Cycle-Consistent Transformer Code
#70RePRI (ResNet-50)SOTA
66.6
Mean IoU· 2020-12-11
Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need?Code
#71RePRI (CECE-M,ResNet-50)
66.5
Mean IoU· 2023-04-20
Clustered-patch Element Connection for Few-shot Learning Code
#72RePRI (CECE-T,ResNet-50)
66.2
Mean IoU· 2023-04-20
Clustered-patch Element Connection for Few-shot Learning Code
#73APANet (ResNet-50)
66
Mean IoU· 2021-11-24
APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation
#74DACM (VGG-16)
65.7
Mean IoU· 2022-07-30
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation Code
#75RePRI (ResNet-101)
65.6
Mean IoU· 2020-12-11
Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need?Code
#76CWT (ResNet-101)
64.7
Mean IoU· 2021-08-06
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer Code
#77ASGNet (ResNet-101)
64.36
Mean IoU· 2021-04-05
Adaptive Prototype Learning and Allocation for Few-Shot Segmentation Code
#78QCLNet (VGG-16)
64.2
Mean IoU· 2023-05-12
Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation Code
#79HSNet (VGG-16)
64.1
Mean IoU· 2021-04-04
Hypercorrelation Squeeze for Few-Shot Segmentation Code
#80ASGNet (ResNet-50)
63.94
Mean IoU· 2021-04-05
Adaptive Prototype Learning and Allocation for Few-Shot Segmentation Code
#81CWT (ResNet-50)
63.7
Mean IoU· 2021-08-06
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer Code
#82PFENet (SCL, ResNet-50)
62.9
Mean IoU· 2021-03-30
Self-Guided and Cross-Guided Learning for Few-Shot Segmentation Code
#83APANet (VGG-16)
62.6
Mean IoU· 2021-11-24
APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation
#84PPNet (ResNet-50)SOTA
62
Mean IoU· 2020-07-13
Part-aware Prototype Network for Few-shot Semantic Segmentation Code
#85PFENet (ResNet-50)
61.9
Mean IoU· 2020-08-04
Prior Guided Feature Enrichment Network for Few-Shot Segmentation Code
#86PFENet (ResNet-101)
61.4
Mean IoU· 2020-08-04
Prior Guided Feature Enrichment Network for Few-Shot Segmentation Code
#87ASR (ResNet-50)
60.96
Mean IoU· 2021-06-01
Anti-aliasing Semantic Reconstruction for Few-Shot Semantic Segmentation Code
#88LTMSOTA
60.6
Mean IoU· 2019-10-14
A New Local Transformation Module for Few-shot Segmentation
#89FWB (ResNet-101)SOTA
59.9
Mean IoU· 2019-09-28
Feature Weighting and Boosting for Few-Shot Segmentation Code
#90PCN (ResNet-50)
59.66
Mean IoU· 2022-10-15
Prediction Calibration for Generalized Few-shot Semantic Segmentation
#91CANet (SCL, ResNet-50)
59.2
Mean IoU· 2021-03-30
Self-Guided and Cross-Guided Learning for Few-Shot Segmentation Code
#92PFENet (VGG-16)
59
Mean IoU· 2020-08-04
Prior Guided Feature Enrichment Network for Few-Shot Segmentation Code
#93PGNet (ResNet-50)
58.5
Mean IoU
No paper
#94ASR (VGG-16)
57.99
Mean IoU· 2021-06-01
Anti-aliasing Semantic Reconstruction for Few-Shot Semantic Segmentation Code
#95RPMM (ResNet-50)
57.3
Mean IoU· 2020-08-10
Prototype Mixture Models for Few-shot Semantic Segmentation Code
#96CANet (ResNet-50)SOTA
57.1
Mean IoU· 2019-03-06
CANet: Class-Agnostic Segmentation Networks with Iterative Refinement and Attentive Few-Shot Learning Code
#97CAPL (ResNet-50)
55.72
Mean IoU· 2020-10-11
Generalized Few-shot Semantic Segmentation Code
#98PANet (VGG-16)
55.7
Mean IoU· 2019-08-18
PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment Code
#99FWB (VGG-16)
55.1
Mean IoU· 2019-09-28
Feature Weighting and Boosting for Few-Shot Segmentation Code
#100SG-One (VGG-16)SOTA
47.1
Mean IoU· 2018-10-22
SG-One: Similarity Guidance Network for One-Shot Semantic Segmentation Code