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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 51–60 of 175 papers

Title	Date	Tasks	Status	Hype
GS-Pose: Category-Level Object Pose Estimation via Geometric and Semantic Correspondence	Nov 23, 2023	ObjectPose Estimation	—Unverified	0
TPDR: A Novel Two-Step Transformer-based Product and Class Description Match and Retrieval Method	Oct 5, 2023	Contrastive LearningPosition	—Unverified	0
OneSeg: Self-learning and One-shot Learning based Single-slice Annotation for 3D Medical Image Segmentation	Sep 24, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Learning From Noisy Correspondence With Tri-Partition for Cross-Modal Matching	Sep 22, 2023	Cross-modal retrieval with noisy correspondenceMemorization	—Unverified	0
Discovering Sounding Objects by Audio Queries for Audio Visual Segmentation	Sep 18, 2023	ObjectSemantic correspondence	—Unverified	0
Improving Multimodal Classification of Social Media Posts by Leveraging Image-Text Auxiliary Tasks	Sep 14, 2023	Image-text matchingSarcasm Detection	CodeCode Available	0
AesPA-Net: Aesthetic Pattern-Aware Style Transfer Networks	Jul 19, 2023	RhythmSemantic correspondence	CodeCode Available	1
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation-Extended Abstract	Jun 27, 2023	Few-Shot Semantic SegmentationSegmentation	—Unverified	0
Learning Space-Time Semantic Correspondences	Jun 16, 2023	Imitation LearningSemantic correspondence	—Unverified	0
Instant Multi-View Head Capture through Learnable Registration	Jun 12, 2023	3D Face Alignment3D Face Reconstruction	CodeCode Available	1

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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