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 101–125 of 175 papers

Title	Date	Tasks	Status	Hype
Semi-Supervised Learning of Semantic Correspondence with Pseudo-Labels	Mar 30, 2022	Data AugmentationSemantic correspondence	—Unverified	0
Compositional Temporal Grounding with Structured Variational Cross-Graph Correspondence Learning	Mar 24, 2022	DiversitySemantic correspondence	CodeCode Available	1
Enhancing Affective Representations of Music-Induced EEG through Multimodal Supervision and latent Domain Adaptation	Feb 20, 2022	Domain AdaptationEEG	CodeCode Available	0
CATs++: Boosting Cost Aggregation with Convolutions and Transformers	Feb 14, 2022	Semantic correspondence	CodeCode Available	1
Cost Aggregation Is All You Need for Few-Shot Segmentation	Dec 22, 2021	AllDecoder	CodeCode Available	1
Deep ViT Features as Dense Visual Descriptors	Dec 10, 2021	Feature UpsamplingSemantic correspondence	CodeCode Available	1
SSAT: A Symmetric Semantic-Aware Transformer Network for Makeup Transfer and Removal	Dec 7, 2021	Semantic correspondence	CodeCode Available	1
Multi-Modal Interaction Graph Convolutional Network for Temporal Language Localization in Videos	Oct 12, 2021	Semantic correspondenceSemantic Similarity	CodeCode Available	1
Learning Contrastive Representation for Semantic Correspondence	Sep 22, 2021	Contrastive LearningSemantic 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
Structured Multi-modal Feature Embedding and Alignment for Image-Sentence Retrieval	Aug 5, 2021	cross-modal alignmentRetrieval	—Unverified	0
Multi-scale Matching Networks for Semantic Correspondence	Jul 31, 2021	Computational EfficiencySemantic correspondence	CodeCode Available	1
Multi-Compound Transformer for Accurate Biomedical Image Segmentation	Jun 28, 2021	image-classificationImage Classification	CodeCode Available	1
Unsupervised Object-Level Representation Learning from Scene Images	Jun 22, 2021	ObjectRepresentation Learning	CodeCode Available	1
Probabilistic Model Distillation for Semantic Correspondence	Jun 19, 2021	modelRepresentation Learning	CodeCode Available	0
PatchMatch-Based Neighborhood Consensus for Semantic Correspondence	Jun 19, 2021	Semantic correspondence	CodeCode Available	0
Color2Embed: Fast Exemplar-Based Image Colorization using Color Embeddings	Jun 15, 2021	ColorizationImage Colorization	CodeCode Available	1
CATs: Cost Aggregation Transformers for Visual Correspondence	Jun 4, 2021	Semantic correspondence	CodeCode Available	1
DiscoBox: Weakly Supervised Instance Segmentation and Semantic Correspondence from Box Supervision	May 13, 2021	Box-supervised Instance SegmentationInstance Segmentation	CodeCode Available	1
MathBERT: A Pre-Trained Model for Mathematical Formula Understanding	May 2, 2021	Headline GenerationInformation Retrieval	—Unverified	0
Convolutional Hough Matching Networks	Mar 31, 2021	Geometric MatchingSemantic correspondence	CodeCode Available	1
Feature-Robust Optimal Transport for High-Dimensional Data	Jan 1, 2021	feature selectionSemantic correspondence	—Unverified	0
PatentMatch: A Dataset for Matching Patent Claims & Prior Art	Dec 27, 2020	Information RetrievalRetrieval	CodeCode Available	1
SnapMix: Semantically Proportional Mixing for Augmenting Fine-grained Data	Dec 9, 2020	Fine-Grained Image ClassificationSemantic Composition	CodeCode Available	1
CoCosNet v2: Full-Resolution Correspondence Learning for Image Translation	Dec 3, 2020	Image GenerationImage-to-Image Translation	CodeCode Available	1

Show:10 25 50

← PrevPage 5 of 7Next →

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