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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 111–120 of 175 papers

Title	Date	Tasks	Status	Hype
Learning Contrastive Representation for Semantic Correspondence	Sep 22, 2021	Contrastive LearningSemantic correspondence	—Unverified	0
UltraMNIST Classification: A Benchmark to Train CNNs for Very Large Images	Jun 25, 2022	GPUSemantic correspondence	—Unverified	0
Learning Implicit Functions for Dense 3D Shape Correspondence of Generic Objects	Dec 29, 2022	Semantic correspondence	—Unverified	0
SimSC: A Simple Framework for Semantic Correspondence with Temperature Learning	May 3, 2023	Semantic correspondence	—Unverified	0
Learning Semantic Correspondence Exploiting an Object-level Prior	Nov 29, 2019	ObjectSemantic correspondence	—Unverified	0
SketchDesc: Learning Local Sketch Descriptors for Multi-view Correspondence	Jan 16, 2020	Semantic correspondence	—Unverified	0
Learning SO(3)-Invariant Semantic Correspondence via Local Shape Transform	Apr 17, 2024	DecoderSemantic correspondence	—Unverified	0
Learning Space-Time Semantic Correspondences	Jun 16, 2023	Imitation LearningSemantic correspondence	—Unverified	0
Uncertainty-Aware Learning for Zero-Shot Semantic Segmentation	Dec 1, 2020	Semantic correspondenceSemantic Segmentation	—Unverified	0
Learning to Embed Semantic Correspondence for Natural Language Understanding	Oct 1, 2018	Natural Language UnderstandingRe-Ranking	—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	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