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 76–100 of 175 papers

Title	Date	Tasks	Status	Score
Hyperpixel Flow: Semantic Correspondence with Multi-layer Neural Features	Aug 18, 2019	Semantic correspondence	CodeCode Available	5
Capturing Semantic Similarity for Entity Linking with Convolutional Neural Networks	Apr 4, 2016	Entity LinkingSemantic correspondence	CodeCode Available	5
Neighbourhood Consensus Networks	Oct 24, 2018	Semantic correspondenceVisual Localization	CodeCode Available	5
Lexical Sememe Prediction using Dictionary Definitions by Capturing Local Semantic Correspondence	Jan 16, 2020	Semantic correspondence	CodeCode Available	5
Making Visual Sense of Oracle Bones for You and Me	Jan 1, 2024	Semantic correspondence	CodeCode Available	5
iSPA-Net: Iterative Semantic Pose Alignment Network	Aug 3, 2018	ObjectPose Estimation	CodeCode Available	5
Common3D: Self-Supervised Learning of 3D Morphable Models for Common Objects in Neural Feature Space	Jan 1, 2025	Instance SegmentationObject	CodeCode Available	5
Dynamic Context Correspondence Network for Semantic Alignment	Sep 8, 2019	Semantic correspondenceWeakly-supervised Learning	CodeCode Available	5
Improving Multimodal Classification of Social Media Posts by Leveraging Image-Text Auxiliary Tasks	Sep 14, 2023	Image-text matchingSarcasm Detection	CodeCode Available	5
End-to-end weakly-supervised semantic alignment	Dec 19, 2017	Semantic correspondence	CodeCode Available	5
Enhancing Affective Representations of Music-Induced EEG through Multimodal Supervision and latent Domain Adaptation	Feb 20, 2022	Domain AdaptationEEG	CodeCode Available	5
Match me if you can: Semi-Supervised Semantic Correspondence Learning with Unpaired Images	Nov 30, 2023	Semantic correspondence	CodeCode Available	5
Evaluation of Multilingual Image Captioning: How far can we get with CLIP models?	Feb 10, 2025	Image CaptioningSemantic correspondence	CodeCode Available	5
Confidence-aware Adversarial Learning for Self-supervised Semantic Matching	Aug 25, 2020	Self-Supervised LearningSemantic correspondence	CodeCode Available	5
FCSS: Fully Convolutional Self-Similarity for Dense Semantic Correspondence	Feb 3, 2017	ObjectSemantic correspondence	CodeCode Available	5
SPair-71k: A Large-scale Benchmark for Semantic Correspondence	Aug 28, 2019	Semantic correspondence	—Unverified	0
MathBERT: A Pre-Trained Model for Mathematical Formula Understanding	May 2, 2021	Headline GenerationInformation Retrieval	—Unverified	0
MOSMOS: Multi-organ segmentation facilitated by medical report supervision	Sep 4, 2024	Contrastive LearningOrgan Segmentation	—Unverified	0
MotionRAG-Diff: A Retrieval-Augmented Diffusion Framework for Long-Term Music-to-Dance Generation	Jun 3, 2025	Contrastive LearningMotion Synthesis	—Unverified	0
Structured Multi-modal Feature Embedding and Alignment for Image-Sentence Retrieval	Aug 5, 2021	cross-modal alignmentRetrieval	—Unverified	0
Near-realtime Facial Animation by Deep 3D Simulation Super-Resolution	May 5, 2023	Semantic correspondenceSuper-Resolution	—Unverified	0
Syntactic Semantic Correspondence in Dependency Grammar	Jan 1, 2017	Question AnsweringSemantic correspondence	—Unverified	0
Object-Aware Dense Semantic Correspondence	Jul 1, 2017	ObjectSemantic correspondence	—Unverified	0
Object-aware Long-short-range Spatial Alignment for Few-Shot Fine-Grained Image Classification	Aug 30, 2021	Fine-Grained Image Classificationimage-classification	—Unverified	0
OmniCreator: Self-Supervised Unified Generation with Universal Editing	Dec 3, 2024	DenoisingSemantic correspondence	—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