Few-Shot Learning on COCO-20i (1-shot)

Metric: Mean IoU (higher is better)

LeaderboardDataset

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#	Model↕	Mean IoU▼	Augmentations	Paper	Date↕	Code
1	PGMA-Net (ResNet-101)	59.4	No	Visual and Textual Prior Guided Mask Assemble fo...	2023-08-15	-
2	GF-SAM (DINOv2)	58.7	No	Bridge the Points: Graph-based Few-shot Segment ...	2024-10-09	Code
3	SegGPT (ViT)	56.1	Yes	SegGPT: Segmenting Everything In Context	2023-04-06	Code
4	PGMA-Net (ResNet-50)	54.3	No	Visual and Textual Prior Guided Mask Assemble fo...	2023-08-15	-
5	Matcher(DINOv2)	52.7	No	Matcher: Segment Anything with One Shot Using Al...	2023-05-22	Code
6	DiffewS (SD2.1)	52.2	No	Unleashing the Potential of the Diffusion Model ...	2024-10-03	Code
7	HMNet (ResNet-50)	52.1	No	Hybrid Mamba for Few-Shot Segmentation	2024-09-29	Code
8	AENet (ResNet-50)	51.3	No	Eliminating Feature Ambiguity for Few-Shot Segme...	2024-07-13	Code
9	DCAMA (Swin-B)	50.9	No	Dense Cross-Query-and-Support Attention Weighted...	2022-07-18	Code
10	MSANet (ResNet-101)	50.45	No	MSANet: Multi-Similarity and Attention Guidance ...	2022-06-20	Code
11	HDMNet (ResNet-50)	50	No	Hierarchical Dense Correlation Distillation for ...	2023-03-26	Code
12	VAT + MSI (ResNet-101)	49.8	No	MSI: Maximize Support-Set Information for Few-Sh...	2022-12-09	Code
13	HMNet (VGG-16)	49.1	No	Hybrid Mamba for Few-Shot Segmentation	2024-09-29	Code
14	MSDNet (ResNet-101)	48.5	No	MSDNet: Multi-Scale Decoder for Few-Shot Semanti...	2024-09-17	Code
15	BAM (SVF, ResNet-50)	48.47	No	Singular Value Fine-tuning: Few-shot Segmentatio...	2022-06-13	Code
16	SCCAN (ResNet-101)	48.2	No	Self-Calibrated Cross Attention Network for Few-...	2023-08-18	Code
17	PFENet (SVF, ResNet-50)	48.02	No	Singular Value Fine-tuning: Few-shot Segmentatio...	2022-06-13	Code
18	MIANet (ResNet-50)	47.66	No	MIANet: Aggregating Unbiased Instance and Genera...	2023-05-23	Code
19	ProtoFormer (ResNet-101)	47	No	Prototype as Query for Few Shot Semantic Segment...	2022-11-27	Code
20	FPTrans (DeiT-B/16)	47	No	Feature-Proxy Transformer for Few-Shot Segmentat...	2022-10-13	Code
21	IPRNet (ResNet-101)	46.9	No	Interclass Prototype Relation for Few-Shot Segme...	2022-11-16	-
22	DGPNet (ResNet-101)	46.7	No	Dense Gaussian Processes for Few-Shot Segmentation	2021-10-07	Code
23	HDMNet (DifFSS, ResNet-50)	46.7	No	DifFSS: Diffusion Model for Few-Shot Semantic Se...	2023-07-03	Code
24	HSNet (HM, ResNet-101)	46.5	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
25	MSDNet (ResNet-50)	46.5	No	MSDNet: Multi-Scale Decoder for Few-Shot Semanti...	2024-09-17	Code
26	MSANet (ResNet-50)	46.44	No	MSANet: Multi-Similarity and Attention Guidance ...	2022-06-20	Code
27	AENet (VGG-16)	46.4	No	Eliminating Feature Ambiguity for Few-Shot Segme...	2024-07-13	Code
28	SCCAN (ResNet-50)	46.3	No	Self-Calibrated Cross Attention Network for Few-...	2023-08-18	Code
29	BAM (ResNet-50)	46.23	No	Learning What Not to Segment: A New Perspective ...	2022-03-15	Code
30	ASNet (HM, ResNet-101)	45.9	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
31	HDMNet (VGG-16)	45.9	No	Hierarchical Dense Correlation Distillation for ...	2023-03-26	Code
32	ProtoFormer (ResNet-50)	45.7	No	Prototype as Query for Few Shot Semantic Segment...	2022-11-27	Code
33	MIANet (VGG-16)	45.69	No	MIANet: Aggregating Unbiased Instance and Genera...	2023-05-23	Code
34	IPRNet (ResNet-50)	45.3	No	Interclass Prototype Relation for Few-Shot Segme...	2022-11-16	-
35	DGPNet (ResNet-50)	45	No	Dense Gaussian Processes for Few-Shot Segmentation	2021-10-07	Code
36	POP(ResNet-50)	44.98	No	-	-	Code
37	ASNet (HM, ResNet-50)	44.7	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
38	HSNet (HM, ResNet-50)	44.3	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
39	MCE (ResNet-50)	44.22	No	Masked Cross-image Encoding for Few-shot Segment...	2023-08-22	-
40	BAM (SVF, VGG-16)	43.76	No	Singular Value Fine-tuning: Few-shot Segmentatio...	2022-06-13	Code
41	QCLNet (ResNet-101)	43.6	No	Quaternion-valued Correlation Learning for Few-S...	2023-05-12	Code
42	BAM (DifFSS, ResNet-50)	43.6	No	DifFSS: Diffusion Model for Few-Shot Semantic Se...	2023-07-03	Code
43	DCAMA (ResNet-101)	43.5	No	Dense Cross-Query-and-Support Attention Weighted...	2022-07-18	Code
44	DCAMA (ResNet-50)	43.3	No	Dense Cross-Query-and-Support Attention Weighted...	2022-07-18	Code
45	VAT (HM, ResNet-50)	43.2	No	HM: Hybrid Masking for Few-Shot Segmentation	2022-03-24	Code
46	ASNet	43.1	No	Integrative Few-Shot Learning for Classification...	2022-03-29	Code
47	DACM (VAT, ResNet-50)	43	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
48	IPMT (ResNet-50)	43	No	Intermediate Prototype Mining Transformer for Fe...	2022-10-13	Code
49	IPMT (ResNet-101)	42.6	No	Intermediate Prototype Mining Transformer for Fe...	2022-10-13	Code
50	IMR-HSNet (ResNet-50)	42.4	No	Iterative Few-shot Semantic Segmentation from Im...	2023-03-10	Code
51	QCLNet (ResNet-50)	42.3	No	Quaternion-valued Correlation Learning for Few-S...	2023-05-12	Code
52	PFENet (SVF, VGG-16)	42.24	No	Singular Value Fine-tuning: Few-shot Segmentatio...	2022-06-13	Code
53	FPTrans (ViT-B/16)	42	No	Feature-Proxy Transformer for Few-Shot Segmentat...	2022-10-13	Code
54	SSP (ResNet-101)	42	No	Self-Support Few-Shot Semantic Segmentation	2022-07-23	Code
55	APANet (ResNet-101)	41.9	No	APANet: Adaptive Prototypes Alignment Network fo...	2021-11-24	-
56	FECANet (ResNet-50)	41.6	No	FECANet: Boosting Few-Shot Semantic Segmentation...	2023-01-19	Code
57	SiGCN (ResNet-50)	41.4	No	Few-shot Semantic Segmentation with Support-indu...	2023-01-09	-
58	DCP (ResNet-50)	41.39	No	Beyond the Prototype: Divide-and-conquer Proxies...	2022-04-21	Code
59	VAT (ResNet-101)	41.3	No	Cost Aggregation with 4D Convolutional Swin Tran...	2022-07-22	Code
60	VAT (ResNet-50)	41.3	No	Cost Aggregation Is All You Need for Few-Shot Se...	2021-12-22	Code
61	HSNet (ResNet-101)	41.2	No	Hypercorrelation Squeeze for Few-Shot Segmentation	2021-04-04	Code
62	DACM (ResNet-50)	40.6	No	Doubly Deformable Aggregation of Covariance Matr...	2022-07-30	Code
63	DIaM (ResNet-50)	40.52	No	A Strong Baseline for Generalized Few-Shot Seman...	2022-11-25	Code
64	APANet (ResNet-50)	40.5	No	APANet: Adaptive Prototypes Alignment Network fo...	2021-11-24	-
65	CyCTR (ResNet-50)	40.3	No	Few-Shot Segmentation via Cycle-Consistent Trans...	2021-06-04	Code
66	HSNet (ResNet-50)	39.2	No	Hypercorrelation Squeeze for Few-Shot Segmentation	2021-04-04	Code
67	RePRI (CECE-M,ResNet-50)	38.3	No	Clustered-patch Element Connection for Few-shot ...	2023-04-20	Code
68	RePRI (CECE-T,ResNet-50)	38.1	No	Clustered-patch Element Connection for Few-shot ...	2023-04-20	Code
69	IIMR-HSNet (VGG-16)	37.7	No	Iterative Few-shot Semantic Segmentation from Im...	2023-03-10	Code
70	MLC (ResNet-101)	37.5	No	Mining Latent Classes for Few-shot Segmentation	2021-03-29	Code
71	CCA (ResNet-50)	37.48	No	Harmonizing Base and Novel Classes: A Class-Cont...	2023-03-24	Code
72	SSP (ResNet-50)	37.4	No	Self-Support Few-Shot Semantic Segmentation	2022-07-23	Code
73	APANet (VGG-16)	37.2	No	APANet: Adaptive Prototypes Alignment Network fo...	2021-11-24	-
74	PFENet (SCL, ResNet-101)	37	No	Self-Guided and Cross-Guided Learning for Few-Sh...	2021-03-30	Code
75	CAPL (ResNet-50)	35.46	No	Generalized Few-shot Semantic Segmentation	2020-10-11	Code
76	FECANet (VGG-16)	35.4	No	FECANet: Boosting Few-Shot Semantic Segmentation...	2023-01-19	Code
77	MLC (ResNet-50)	35.1	No	Mining Latent Classes for Few-shot Segmentation	2021-03-29	Code
78	ASGNet (ResNet-50)	34.56	No	Adaptive Prototype Learning and Allocation for F...	2021-04-05	Code
79	PFENet (VGG-16)	34.1	No	Prior Guided Feature Enrichment Network for Few-...	2020-08-04	Code
80	RePRI (ResNet-50)	34.1	No	Few-Shot Segmentation Without Meta-Learning: A G...	2020-12-11	Code
81	ASR (ResNet-50)	33.85	No	Anti-aliasing Semantic Reconstruction for Few-Sh...	2021-06-01	Code
82	CWT (ResNet-50)	32.9	No	Simpler is Better: Few-shot Semantic Segmentatio...	2021-08-06	Code
83	PFENet (ResNet-101)	32.4	No	Prior Guided Feature Enrichment Network for Few-...	2020-08-04	Code
84	CWT (ResNet-101)	32.4	No	Simpler is Better: Few-shot Semantic Segmentatio...	2021-08-06	Code
85	RPMM (ResNet-50)	30.6	No	Prototype Mixture Models for Few-shot Semantic S...	2020-08-10	Code
86	PPNet (ResNet-50)	29	No	Part-aware Prototype Network for Few-shot Semant...	2020-07-13	Code
87	FWB (ResNet-101)	21.2	No	Feature Weighting and Boosting for Few-Shot Segm...	2019-09-28	Code
88	PANet (VGG-16)	20.9	No	PANet: Few-Shot Image Semantic Segmentation with...	2019-08-18	Code
89	FWB (VGG-16)	20.02	No	Feature Weighting and Boosting for Few-Shot Segm...	2019-09-28	Code

#1PGMA-Net (ResNet-101)SOTA
59.4
Mean IoU· 2023-08-15
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond
#2GF-SAM (DINOv2)
58.7
Mean IoU· 2024-10-09
Bridge the Points: Graph-based Few-shot Segment Anything Semantically Code
#3SegGPT (ViT)SOTA
56.1
Mean IoU· Augmentations· 2023-04-06
SegGPT: Segmenting Everything In Context Code
#4PGMA-Net (ResNet-50)
54.3
Mean IoU· 2023-08-15
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond
#5Matcher(DINOv2)
52.7
Mean IoU· 2023-05-22
Matcher: Segment Anything with One Shot Using All-Purpose Feature Matching Code
#6DiffewS (SD2.1)
52.2
Mean IoU· 2024-10-03
Unleashing the Potential of the Diffusion Model in Few-shot Semantic Segmentation Code
#7HMNet (ResNet-50)
52.1
Mean IoU· 2024-09-29
Hybrid Mamba for Few-Shot Segmentation Code
#8AENet (ResNet-50)
51.3
Mean IoU· 2024-07-13
Eliminating Feature Ambiguity for Few-Shot Segmentation Code
#9DCAMA (Swin-B)SOTA
50.9
Mean IoU· 2022-07-18
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation Code
#10MSANet (ResNet-101)SOTA
50.45
Mean IoU· 2022-06-20
MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation Code
#11HDMNet (ResNet-50)
50
Mean IoU· 2023-03-26
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation Code
#12VAT + MSI (ResNet-101)
49.8
Mean IoU· 2022-12-09
MSI: Maximize Support-Set Information for Few-Shot Segmentation Code
#13HMNet (VGG-16)
49.1
Mean IoU· 2024-09-29
Hybrid Mamba for Few-Shot Segmentation Code
#14MSDNet (ResNet-101)
48.5
Mean IoU· 2024-09-17
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping Code
#15BAM (SVF, ResNet-50)SOTA
48.47
Mean IoU· 2022-06-13
Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning Code
#16SCCAN (ResNet-101)
48.2
Mean IoU· 2023-08-18
Self-Calibrated Cross Attention Network for Few-Shot Segmentation Code
#17PFENet (SVF, ResNet-50)
48.02
Mean IoU· 2022-06-13
Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning Code
#18MIANet (ResNet-50)
47.66
Mean IoU· 2023-05-23
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation Code
#19ProtoFormer (ResNet-101)
47
Mean IoU· 2022-11-27
Prototype as Query for Few Shot Semantic Segmentation Code
#20FPTrans (DeiT-B/16)
47
Mean IoU· 2022-10-13
Feature-Proxy Transformer for Few-Shot Segmentation Code
#21IPRNet (ResNet-101)
46.9
Mean IoU· 2022-11-16
Interclass Prototype Relation for Few-Shot Segmentation
#22DGPNet (ResNet-101)SOTA
46.7
Mean IoU· 2021-10-07
Dense Gaussian Processes for Few-Shot Segmentation Code
#23HDMNet (DifFSS, ResNet-50)
46.7
Mean IoU· 2023-07-03
DifFSS: Diffusion Model for Few-Shot Semantic Segmentation Code
#24HSNet (HM, ResNet-101)
46.5
Mean IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#25MSDNet (ResNet-50)
46.5
Mean IoU· 2024-09-17
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping Code
#26MSANet (ResNet-50)
46.44
Mean IoU· 2022-06-20
MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation Code
#27AENet (VGG-16)
46.4
Mean IoU· 2024-07-13
Eliminating Feature Ambiguity for Few-Shot Segmentation Code
#28SCCAN (ResNet-50)
46.3
Mean IoU· 2023-08-18
Self-Calibrated Cross Attention Network for Few-Shot Segmentation Code
#29BAM (ResNet-50)
46.23
Mean IoU· 2022-03-15
Learning What Not to Segment: A New Perspective on Few-Shot Segmentation Code
#30ASNet (HM, ResNet-101)
45.9
Mean IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#31HDMNet (VGG-16)
45.9
Mean IoU· 2023-03-26
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation Code
#32ProtoFormer (ResNet-50)
45.7
Mean IoU· 2022-11-27
Prototype as Query for Few Shot Semantic Segmentation Code
#33MIANet (VGG-16)
45.69
Mean IoU· 2023-05-23
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation Code
#34IPRNet (ResNet-50)
45.3
Mean IoU· 2022-11-16
Interclass Prototype Relation for Few-Shot Segmentation
#35DGPNet (ResNet-50)
45
Mean IoU· 2021-10-07
Dense Gaussian Processes for Few-Shot Segmentation Code
#36POP(ResNet-50)
44.98
Mean IoU
No paperCode
#37ASNet (HM, ResNet-50)
44.7
Mean IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#38HSNet (HM, ResNet-50)
44.3
Mean IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#39MCE (ResNet-50)
44.22
Mean IoU· 2023-08-22
Masked Cross-image Encoding for Few-shot Segmentation
#40BAM (SVF, VGG-16)
43.76
Mean IoU· 2022-06-13
Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning Code
#41QCLNet (ResNet-101)
43.6
Mean IoU· 2023-05-12
Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation Code
#42BAM (DifFSS, ResNet-50)
43.6
Mean IoU· 2023-07-03
DifFSS: Diffusion Model for Few-Shot Semantic Segmentation Code
#43DCAMA (ResNet-101)
43.5
Mean IoU· 2022-07-18
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation Code
#44DCAMA (ResNet-50)
43.3
Mean IoU· 2022-07-18
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation Code
#45VAT (HM, ResNet-50)
43.2
Mean IoU· 2022-03-24
HM: Hybrid Masking for Few-Shot Segmentation Code
#46ASNet
43.1
Mean IoU· 2022-03-29
Integrative Few-Shot Learning for Classification and Segmentation Code
#47DACM (VAT, ResNet-50)
43
Mean IoU· 2022-07-30
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation Code
#48IPMT (ResNet-50)
43
Mean IoU· 2022-10-13
Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation Code
#49IPMT (ResNet-101)
42.6
Mean IoU· 2022-10-13
Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation Code
#50IMR-HSNet (ResNet-50)
42.4
Mean IoU· 2023-03-10
Iterative Few-shot Semantic Segmentation from Image Label Text Code
#51QCLNet (ResNet-50)
42.3
Mean IoU· 2023-05-12
Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation Code
#52PFENet (SVF, VGG-16)
42.24
Mean IoU· 2022-06-13
Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning Code
#53FPTrans (ViT-B/16)
42
Mean IoU· 2022-10-13
Feature-Proxy Transformer for Few-Shot Segmentation Code
#54SSP (ResNet-101)
42
Mean IoU· 2022-07-23
Self-Support Few-Shot Semantic Segmentation Code
#55APANet (ResNet-101)
41.9
Mean IoU· 2021-11-24
APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation
#56FECANet (ResNet-50)
41.6
Mean IoU· 2023-01-19
FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network Code
#57SiGCN (ResNet-50)
41.4
Mean IoU· 2023-01-09
Few-shot Semantic Segmentation with Support-induced Graph Convolutional Network
#58DCP (ResNet-50)
41.39
Mean IoU· 2022-04-21
Beyond the Prototype: Divide-and-conquer Proxies for Few-shot Segmentation Code
#59VAT (ResNet-101)
41.3
Mean IoU· 2022-07-22
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation Code
#60VAT (ResNet-50)
41.3
Mean IoU· 2021-12-22
Cost Aggregation Is All You Need for Few-Shot Segmentation Code
#61HSNet (ResNet-101)SOTA
41.2
Mean IoU· 2021-04-04
Hypercorrelation Squeeze for Few-Shot Segmentation Code
#62DACM (ResNet-50)
40.6
Mean IoU· 2022-07-30
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation Code
#63DIaM (ResNet-50)
40.52
Mean IoU· 2022-11-25
A Strong Baseline for Generalized Few-Shot Semantic Segmentation Code
#64APANet (ResNet-50)
40.5
Mean IoU· 2021-11-24
APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation
#65CyCTR (ResNet-50)
40.3
Mean IoU· 2021-06-04
Few-Shot Segmentation via Cycle-Consistent Transformer Code
#66HSNet (ResNet-50)
39.2
Mean IoU· 2021-04-04
Hypercorrelation Squeeze for Few-Shot Segmentation Code
#67RePRI (CECE-M,ResNet-50)
38.3
Mean IoU· 2023-04-20
Clustered-patch Element Connection for Few-shot Learning Code
#68RePRI (CECE-T,ResNet-50)
38.1
Mean IoU· 2023-04-20
Clustered-patch Element Connection for Few-shot Learning Code
#69IIMR-HSNet (VGG-16)
37.7
Mean IoU· 2023-03-10
Iterative Few-shot Semantic Segmentation from Image Label Text Code
#70MLC (ResNet-101)SOTA
37.5
Mean IoU· 2021-03-29
Mining Latent Classes for Few-shot Segmentation Code
#71CCA (ResNet-50)
37.48
Mean IoU· 2023-03-24
Harmonizing Base and Novel Classes: A Class-Contrastive Approach for Generalized Few-Shot Segmentation Code
#72SSP (ResNet-50)
37.4
Mean IoU· 2022-07-23
Self-Support Few-Shot Semantic Segmentation Code
#73APANet (VGG-16)
37.2
Mean IoU· 2021-11-24
APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation
#74PFENet (SCL, ResNet-101)
37
Mean IoU· 2021-03-30
Self-Guided and Cross-Guided Learning for Few-Shot Segmentation Code
#75CAPL (ResNet-50)SOTA
35.46
Mean IoU· 2020-10-11
Generalized Few-shot Semantic Segmentation Code
#76FECANet (VGG-16)
35.4
Mean IoU· 2023-01-19
FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network Code
#77MLC (ResNet-50)
35.1
Mean IoU· 2021-03-29
Mining Latent Classes for Few-shot Segmentation Code
#78ASGNet (ResNet-50)
34.56
Mean IoU· 2021-04-05
Adaptive Prototype Learning and Allocation for Few-Shot Segmentation Code
#79PFENet (VGG-16)SOTA
34.1
Mean IoU· 2020-08-04
Prior Guided Feature Enrichment Network for Few-Shot Segmentation Code
#80RePRI (ResNet-50)
34.1
Mean IoU· 2020-12-11
Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need?Code
#81ASR (ResNet-50)
33.85
Mean IoU· 2021-06-01
Anti-aliasing Semantic Reconstruction for Few-Shot Semantic Segmentation Code
#82CWT (ResNet-50)
32.9
Mean IoU· 2021-08-06
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer Code
#83PFENet (ResNet-101)
32.4
Mean IoU· 2020-08-04
Prior Guided Feature Enrichment Network for Few-Shot Segmentation Code
#84CWT (ResNet-101)
32.4
Mean IoU· 2021-08-06
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer Code
#85RPMM (ResNet-50)
30.6
Mean IoU· 2020-08-10
Prototype Mixture Models for Few-shot Semantic Segmentation Code
#86PPNet (ResNet-50)SOTA
29
Mean IoU· 2020-07-13
Part-aware Prototype Network for Few-shot Semantic Segmentation Code
#87FWB (ResNet-101)SOTA
21.2
Mean IoU· 2019-09-28
Feature Weighting and Boosting for Few-Shot Segmentation Code
#88PANet (VGG-16)SOTA
20.9
Mean IoU· 2019-08-18
PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment Code
#89FWB (VGG-16)
20.02
Mean IoU· 2019-09-28
Feature Weighting and Boosting for Few-Shot Segmentation Code