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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 81–90 of 175 papers

Title	Date	Tasks	Status	Hype	Score
iSPA-Net: Iterative Semantic Pose Alignment Network	Aug 3, 2018	ObjectPose Estimation	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
Dynamic Context Correspondence Network for Semantic Alignment	Sep 8, 2019	Semantic correspondenceWeakly-supervised Learning	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
End-to-end weakly-supervised semantic alignment	Dec 19, 2017	Semantic correspondence	CodeCode Available	0	5
Enhancing Affective Representations of Music-Induced EEG through Multimodal Supervision and latent Domain Adaptation	Feb 20, 2022	Domain AdaptationEEG	CodeCode Available	0	5
Match me if you can: Semi-Supervised Semantic Correspondence Learning with Unpaired Images	Nov 30, 2023	Semantic correspondence	CodeCode Available	0	5
Evaluation of Multilingual Image Captioning: How far can we get with CLIP models?	Feb 10, 2025	Image CaptioningSemantic correspondence	CodeCode Available	0	5
Confidence-aware Adversarial Learning for Self-supervised Semantic Matching	Aug 25, 2020	Self-Supervised LearningSemantic correspondence	CodeCode Available	0	5
FCSS: Fully Convolutional Self-Similarity for Dense Semantic Correspondence	Feb 3, 2017	ObjectSemantic correspondence	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