Image Matching on SPair-71k

Metric: PCK (higher is better)

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#	Model↕	PCK▼	Extra Data	Paper	Date↕	Code
1	GeoAware-SC (Supervised, AP-10K P.T.)	85.6	No	Telling Left from Right: Identifying Geometry-Aw...	2023-11-28	Code
2	DINOv2	85.2	No	Semantic Correspondence: Unified Benchmarking an...	2025-05-23	Code
3	GeoAware-SC (Supervised)	82.9	No	Telling Left from Right: Identifying Geometry-Aw...	2023-11-28	Code
4	SD+DINO (Supervised)	74.6	No	A Tale of Two Features: Stable Diffusion Complem...	2023-05-24	Code
5	GeoAware-SC + CleanDIFT (Zero-Shot)	70	No	CleanDIFT: Diffusion Features without Noise	2024-12-04	Code
6	GeoAware-SC (Zero-Shot)	68.5	No	Telling Left from Right: Identifying Geometry-Aw...	2023-11-28	Code
7	SD+DINO + CleanDIFT (Zero-Shot)	64.8	No	CleanDIFT: Diffusion Features without Noise	2024-12-04	Code
8	IFCAT	64.4	No	Integrative Feature and Cost Aggregation with Tr...	2022-09-19	-
9	SD+DINO (Zero-shot)	64	No	A Tale of Two Features: Stable Diffusion Complem...	2023-05-24	Code
10	DIFT + CleanDIFT (Zero-Shot)	61.4	No	CleanDIFT: Diffusion Features without Noise	2024-12-04	Code
11	CATs++	59.8	No	CATs++: Boosting Cost Aggregation with Convoluti...	2022-02-14	Code
12	VAT (ECCV)	55.5	No	Cost Aggregation with 4D Convolutional Swin Tran...	2022-07-22	Code
13	VAT	54.2	No	Cost Aggregation Is All You Need for Few-Shot Se...	2021-12-22	Code
14	TransforMatcher	53.7	No	TransforMatcher: Match-to-Match Attention for Se...	2022-05-23	Code
15	MMNet	50.4	No	Multi-scale Matching Networks for Semantic Corre...	2021-07-31	Code
16	CATs	49.9	No	CATs: Cost Aggregation Transformers for Visual C...	2021-06-04	Code
17	CHM	46.3	No	Convolutional Hough Matching Networks	2021-03-31	Code
18	LDMCorrespondences	45.4	No	Unsupervised Semantic Correspondence Using Stabl...	2023-05-24	Code
19	DHPF	37.3	No	Learning to Compose Hypercolumns for Visual Corr...	2020-07-21	Code
20	SCOT	35.6	No	-	-	Code
21	ANCNet	30.1	No	Correspondence Networks with Adaptive Neighbourh...	2020-03-26	Code
22	HPF	28.2	No	Hyperpixel Flow: Semantic Correspondence with Mu...	2019-08-18	Code

#1GeoAware-SC (Supervised, AP-10K P.T.)SOTA
85.6
PCK· 2023-11-28
Telling Left from Right: Identifying Geometry-Aware Semantic Correspondence Code
#2DINOv2
85.2
PCK· 2025-05-23
Semantic Correspondence: Unified Benchmarking and a Strong Baseline Code
#3GeoAware-SC (Supervised)
82.9
PCK· 2023-11-28
Telling Left from Right: Identifying Geometry-Aware Semantic Correspondence Code
#4SD+DINO (Supervised)SOTA
74.6
PCK· 2023-05-24
A Tale of Two Features: Stable Diffusion Complements DINO for Zero-Shot Semantic Correspondence Code
#5GeoAware-SC + CleanDIFT (Zero-Shot)
70
PCK· 2024-12-04
CleanDIFT: Diffusion Features without Noise Code
#6GeoAware-SC (Zero-Shot)
68.5
PCK· 2023-11-28
Telling Left from Right: Identifying Geometry-Aware Semantic Correspondence Code
#7SD+DINO + CleanDIFT (Zero-Shot)
64.8
PCK· 2024-12-04
CleanDIFT: Diffusion Features without Noise Code
#8IFCATSOTA
64.4
PCK· 2022-09-19
Integrative Feature and Cost Aggregation with Transformers for Dense Correspondence
#9SD+DINO (Zero-shot)
64
PCK· 2023-05-24
A Tale of Two Features: Stable Diffusion Complements DINO for Zero-Shot Semantic Correspondence Code
#10DIFT + CleanDIFT (Zero-Shot)
61.4
PCK· 2024-12-04
CleanDIFT: Diffusion Features without Noise Code
#11CATs++SOTA
59.8
PCK· 2022-02-14
CATs++: Boosting Cost Aggregation with Convolutions and Transformers Code
#12VAT (ECCV)
55.5
PCK· 2022-07-22
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation Code
#13VATSOTA
54.2
PCK· 2021-12-22
Cost Aggregation Is All You Need for Few-Shot Segmentation Code
#14TransforMatcher
53.7
PCK· 2022-05-23
TransforMatcher: Match-to-Match Attention for Semantic Correspondence Code
#15MMNetSOTA
50.4
PCK· 2021-07-31
Multi-scale Matching Networks for Semantic Correspondence Code
#16CATsSOTA
49.9
PCK· 2021-06-04
CATs: Cost Aggregation Transformers for Visual Correspondence Code
#17CHMSOTA
46.3
PCK· 2021-03-31
Convolutional Hough Matching Networks Code
#18LDMCorrespondences
45.4
PCK· 2023-05-24
Unsupervised Semantic Correspondence Using Stable Diffusion Code
#19DHPFSOTA
37.3
PCK· 2020-07-21
Learning to Compose Hypercolumns for Visual Correspondence Code
#20SCOT
35.6
PCK
No paperCode
#21ANCNetSOTA
30.1
PCK· 2020-03-26
Correspondence Networks with Adaptive Neighbourhood Consensus Code
#22HPFSOTA
28.2
PCK· 2019-08-18
Hyperpixel Flow: Semantic Correspondence with Multi-layer Neural Features Code