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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	Score
Recurrent Transformer Networks for Semantic Correspondence	Oct 29, 2018	General ClassificationSemantic correspondence	CodeCode Available	0	5
Common3D: Self-Supervised Learning of 3D Morphable Models for Common Objects in Neural Feature Space	Jan 1, 2025	Instance SegmentationObject	CodeCode Available	0	5
A Robust Multilinear Model Learning Framework for 3D Faces	Jun 1, 2016	3D Face ModellingFace Model	CodeCode Available	0	5
PatchMatch-Based Neighborhood Consensus for Semantic Correspondence	Jun 19, 2021	Semantic correspondence	CodeCode Available	0	5
Pixel-level Semantic Correspondence through Layout-aware Representation Learning and Multi-scale Matching Integration	Jan 1, 2024	Representation LearningSemantic correspondence	CodeCode Available	0	5
SCNet: Learning Semantic Correspondence	May 11, 2017	Semantic correspondence	CodeCode Available	0	5
Deep Exemplar-based Video Colorization	Jun 24, 2019	ColorizationSemantic correspondence	CodeCode Available	0	5
Improving Multimodal Classification of Social Media Posts by Leveraging Image-Text Auxiliary Tasks	Sep 14, 2023	Image-text matchingSarcasm Detection	CodeCode Available	0	5
Hyperpixel Flow: Semantic Correspondence with Multi-layer Neural Features	Aug 18, 2019	Semantic correspondence	CodeCode Available	0	5
MISC210K: A Large-Scale Dataset for Multi-Instance Semantic Correspondence	Jan 1, 2023	ObjectObject Recognition	CodeCode Available	0	5

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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	PCK	92.3	—	Unverified
8	VAT (ECCV)	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