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 1–25 of 175 papers

Title	Date	Tasks	Status	Hype
Zero-shot Image Editing with Reference Imitation	Jun 11, 2024	Semantic correspondence	CodeCode Available	5
Semantic Gesticulator: Semantics-Aware Co-Speech Gesture Synthesis	May 16, 2024	Language ModellingLarge Language Model	CodeCode Available	3
StableVITON: Learning Semantic Correspondence with Latent Diffusion Model for Virtual Try-On	Dec 4, 2023	Semantic correspondenceVirtual Try-on	CodeCode Available	3
CleanDIFT: Diffusion Features without Noise	Dec 4, 2024	Semantic correspondence	CodeCode Available	2
Zero-Shot Video Semantic Segmentation based on Pre-Trained Diffusion Models	May 27, 2024	SegmentationSemantic correspondence	CodeCode Available	2
A Tale of Two Features: Stable Diffusion Complements DINO for Zero-Shot Semantic Correspondence	May 24, 2023	Dense Pixel Correspondence EstimationRepresentation Learning	CodeCode Available	2
Going Denser with Open-Vocabulary Part Segmentation	May 18, 2023	Objectobject-detection	CodeCode Available	2
Cora: Correspondence-aware image editing using few step diffusion	May 29, 2025	Image-to-Image TranslationSemantic correspondence	CodeCode Available	1
Semantic Correspondence: Unified Benchmarking and a Strong Baseline	May 23, 2025	BenchmarkingSemantic correspondence	CodeCode Available	1
Unleashing the Potential of the Diffusion Model in Few-shot Semantic Segmentation	Oct 3, 2024	Few-Shot Semantic SegmentationImage Generation	CodeCode Available	1
CoHD: A Counting-Aware Hierarchical Decoding Framework for Generalized Referring Expression Segmentation	May 24, 2024	Generalized Referring Expression SegmentationObject	CodeCode Available	1
Factual Serialization Enhancement: A Key Innovation for Chest X-ray Report Generation	May 15, 2024	Contrastive Learningcross-modal alignment	CodeCode Available	1
Patch-wise Graph Contrastive Learning for Image Translation	Dec 13, 2023	Contrastive LearningGraph Neural Network	CodeCode Available	1
Telling Left from Right: Identifying Geometry-Aware Semantic Correspondence	Nov 28, 2023	Animal Pose EstimationPose Estimation	CodeCode Available	1
AesPA-Net: Aesthetic Pattern-Aware Style Transfer Networks	Jul 19, 2023	RhythmSemantic correspondence	CodeCode Available	1
Instant Multi-View Head Capture through Learnable Registration	Jun 12, 2023	3D Face Alignment3D Face Reconstruction	CodeCode Available	1
Emergent Correspondence from Image Diffusion	Jun 6, 2023	Semantic correspondence	CodeCode Available	1
Unsupervised Semantic Correspondence Using Stable Diffusion	May 24, 2023	Semantic correspondence	CodeCode Available	1
Temporal Consistent Automatic Video Colorization via Semantic Correspondence	May 13, 2023	ColorizationImage Colorization	CodeCode Available	1
Masked and Adaptive Transformer for Exemplar Based Image Translation	Mar 30, 2023	Image GenerationSemantic correspondence	CodeCode Available	1
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation	Mar 26, 2023	Few-Shot Semantic SegmentationSegmentation	CodeCode Available	1
Exploring Structured Semantic Prior for Multi Label Recognition with Incomplete Labels	Mar 23, 2023	Language ModelingLanguage Modelling	CodeCode Available	1
UATVR: Uncertainty-Adaptive Text-Video Retrieval	Jan 16, 2023	RetrievalSemantic correspondence	CodeCode Available	1
Fine-Grained Image-Text Matching by Cross-Modal Hard Aligning Network	Jan 1, 2023	Image-text matchingRetrieval	CodeCode Available	1
Ref-NPR: Reference-Based Non-Photorealistic Radiance Fields for Controllable Scene Stylization	Dec 6, 2022	Semantic correspondence	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