Image Matching on PF-PASCAL

Metric: PCK (higher is better)

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#	Model↕	PCK▼	Extra Data	Paper	Date↕	Code
1	DINOv2	95.8	No	Semantic Correspondence: Unified Benchmarking an...	2025-05-23	Code
2	GeoAware-SC (Supervised, AP-10K P.T.)	95.7	No	Telling Left from Right: Identifying Geometry-Aw...	2023-11-28	Code
3	GeoAware-SC (Supervised)	95.1	No	Telling Left from Right: Identifying Geometry-Aw...	2023-11-28	Code
4	CATs++	93.8	No	CATs++: Boosting Cost Aggregation with Convoluti...	2022-02-14	Code
5	SD+DINO (Supervised)	93.6	No	A Tale of Two Features: Stable Diffusion Complem...	2023-05-24	Code
6	CATs	92.6	No	CATs: Cost Aggregation Transformers for Visual C...	2021-06-04	Code
7	VAT	92.3	No	Cost Aggregation Is All You Need for Few-Shot Se...	2021-12-22	Code
8	VAT (ECCV)	92.3	No	Cost Aggregation with 4D Convolutional Swin Tran...	2022-07-22	Code
9	CHM	91.6	No	Convolutional Hough Matching Networks	2021-03-31	Code
10	DHPF	90.7	No	Learning to Compose Hypercolumns for Visual Corr...	2020-07-21	Code
11	SCOT	88.8	No	-	-	Code
12	ANCNet	88.7	No	Correspondence Networks with Adaptive Neighbourh...	2020-03-26	Code
13	HPF	88.3	No	Hyperpixel Flow: Semantic Correspondence with Mu...	2019-08-18	Code
14	GeoAware-SC (Zero-Shot)	82.6	No	Telling Left from Right: Identifying Geometry-Aw...	2023-11-28	Code

#1DINOv2SOTA
95.8
PCK· 2025-05-23
Semantic Correspondence: Unified Benchmarking and a Strong Baseline Code
#2GeoAware-SC (Supervised, AP-10K P.T.)SOTA
95.7
PCK· 2023-11-28
Telling Left from Right: Identifying Geometry-Aware Semantic Correspondence Code
#3GeoAware-SC (Supervised)
95.1
PCK· 2023-11-28
Telling Left from Right: Identifying Geometry-Aware Semantic Correspondence Code
#4CATs++SOTA
93.8
PCK· 2022-02-14
CATs++: Boosting Cost Aggregation with Convolutions and Transformers Code
#5SD+DINO (Supervised)
93.6
PCK· 2023-05-24
A Tale of Two Features: Stable Diffusion Complements DINO for Zero-Shot Semantic Correspondence Code
#6CATsSOTA
92.6
PCK· 2021-06-04
CATs: Cost Aggregation Transformers for Visual Correspondence Code
#7VAT
92.3
PCK· 2021-12-22
Cost Aggregation Is All You Need for Few-Shot Segmentation Code
#8VAT (ECCV)
92.3
PCK· 2022-07-22
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation Code
#9CHMSOTA
91.6
PCK· 2021-03-31
Convolutional Hough Matching Networks Code
#10DHPFSOTA
90.7
PCK· 2020-07-21
Learning to Compose Hypercolumns for Visual Correspondence Code
#11SCOT
88.8
PCK
No paperCode
#12ANCNetSOTA
88.7
PCK· 2020-03-26
Correspondence Networks with Adaptive Neighbourhood Consensus Code
#13HPFSOTA
88.3
PCK· 2019-08-18
Hyperpixel Flow: Semantic Correspondence with Multi-layer Neural Features Code
#14GeoAware-SC (Zero-Shot)
82.6
PCK· 2023-11-28
Telling Left from Right: Identifying Geometry-Aware Semantic Correspondence Code