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Semantic correspondence

The task of semantic correspondence aims to establish reliable visual correspondence between different instances of the same object category.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 71–80 of 175 papers

Title	Date	Tasks	Status	Hype
BiSTNet: Semantic Image Prior Guided Bidirectional Temporal Feature Fusion for Deep Exemplar-based Video Colorization	Dec 5, 2022	ColorizationSemantic correspondence	—Unverified	0
Do It Yourself: Learning Semantic Correspondence from Pseudo-Labels	Jun 5, 2025	Semantic correspondence	—Unverified	0
Learning SO(3)-Invariant Semantic Correspondence via Local Shape Transform	Apr 17, 2024	DecoderSemantic correspondence	—Unverified	0
Leveraging Structural and Semantic Correspondence for Attribute-Oriented Aspect Sentiment Discovery	Aug 28, 2019	AttributeSemantic correspondence	—Unverified	0
Distillation of Diffusion Features for Semantic Correspondence	Dec 4, 2024	3D ReconstructionData Augmentation	—Unverified	0
Discovering Sounding Objects by Audio Queries for Audio Visual Segmentation	Sep 18, 2023	ObjectSemantic correspondence	—Unverified	0
Diffusion Hyperfeatures: Searching Through Time and Space for Semantic Correspondence	May 23, 2023	Semantic correspondence	—Unverified	0
Bidirectional Retrieval Made Simple	Jun 1, 2018	Image RetrievalRetrieval	—Unverified	0
Advanced Multimodal Deep Learning Architecture for Image-Text Matching	Jun 13, 2024	Deep LearningImage-text matching	—Unverified	0
Dense Semantic Correspondence where Every Pixel is a Classifier	May 15, 2015	Object RecognitionSemantic correspondence	—Unverified	0

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All datasets SPair-71k PF-PASCAL PF-WILLOW Caltech-101 AP-10K CUB-200-2011

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GeoAware-SC (Supervised, AP-10K P.T.)	PCK	85.6	—	Unverified
2	DINOv2	PCK	85.2	—	Unverified
3	GeoAware-SC (Supervised)	PCK	82.9	—	Unverified
4	SD+DINO (Supervised)	PCK	74.6	—	Unverified
5	GeoAware-SC + CleanDIFT (Zero-Shot)	PCK	70	—	Unverified
6	GeoAware-SC (Zero-Shot)	PCK	68.5	—	Unverified
7	SD+DINO + CleanDIFT (Zero-Shot)	PCK	64.8	—	Unverified
8	IFCAT	PCK	64.4	—	Unverified
9	SD+DINO (Zero-shot)	PCK	64	—	Unverified
10	DIFT + CleanDIFT (Zero-Shot)	PCK	61.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DINOv2	PCK	95.8	—	Unverified
2	GeoAware-SC (Supervised, AP-10K P.T.)	PCK	95.7	—	Unverified
3	GeoAware-SC (Supervised)	PCK	95.1	—	Unverified
4	CATs++	PCK	93.8	—	Unverified
5	SD+DINO (Supervised)	PCK	93.6	—	Unverified
6	CATs	PCK	92.6	—	Unverified
7	VAT (ECCV)	PCK	92.3	—	Unverified
8	VAT	PCK	92.3	—	Unverified
9	CHM	PCK	91.6	—	Unverified
10	DHPF	PCK	90.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LDMCorrespondences	PCK	84.3	—	Unverified
2	VAT (ECCV)	PCK	81.6	—	Unverified
3	VAT	PCK	81	—	Unverified
4	CHM	PCK	79.4	—	Unverified
5	CATs	PCK	79.2	—	Unverified
6	SCOT	PCK	78.1	—	Unverified
7	DHPF	PCK	77.6	—	Unverified
8	HPF	PCK	76.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HPF	IoU	63	—	Unverified
2	DHPF	IoU	62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DINOv2	PCK	87.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LDM Correspondences	Mean PCK@0.05	61.6	—	Unverified