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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 101–110 of 175 papers

Title	Date	Tasks	Status	Hype
Semi-Supervised Learning of Semantic Correspondence with Pseudo-Labels	Mar 30, 2022	Data AugmentationSemantic correspondence	—Unverified	0
SFNet: Learning Object-aware Semantic Correspondence	Apr 3, 2019	ObjectSemantic correspondence	—Unverified	0
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation-Extended Abstract	Jun 27, 2023	Few-Shot Semantic SegmentationSegmentation	—Unverified	0
Hierarchical Semantic Correspondence Learning for Post-Discharge Patient Mortality Prediction	Oct 15, 2019	Mortality PredictionSemantic correspondence	—Unverified	0
Improving Semantic Correspondence with Viewpoint-Guided Spherical Maps	Dec 20, 2023	Representation LearningSemantic correspondence	—Unverified	0
Independently Keypoint Learning for Small Object Semantic Correspondence	Apr 3, 2024	DecoderObject	—Unverified	0
Integration of Contextual Descriptors in Ontology Alignment for Enrichment of Semantic Correspondence	Nov 28, 2024	Semantic correspondence	—Unverified	0
Integrative Feature and Cost Aggregation with Transformers for Dense Correspondence	Sep 19, 2022	Geometric MatchingSemantic correspondence	—Unverified	0
Jamais Vu: Exposing the Generalization Gap in Supervised Semantic Correspondence	Jun 9, 2025	Depth EstimationMonocular Depth Estimation	—Unverified	0
Joint Learning of Feature Extraction and Cost Aggregation for Semantic Correspondence	Apr 5, 2022	Semantic 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