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 26–50 of 175 papers

Title	Date	Tasks	Status	Hype
Convolutional Hough Matching Networks	Mar 31, 2021	Geometric MatchingSemantic correspondence	CodeCode Available	1
Learning Implicit Functions for Topology-Varying Dense 3D Shape Correspondence	Oct 23, 2020	Semantic correspondence	CodeCode Available	1
Facial Action Unit Intensity Estimation via Semantic Correspondence Learning with Dynamic Graph Convolution	Apr 20, 2020	Semantic correspondence	CodeCode Available	1
Cost Aggregation Is All You Need for Few-Shot Segmentation	Dec 22, 2021	AllDecoder	CodeCode Available	1
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation	Jul 22, 2022	DecoderFew-Shot Semantic Segmentation	CodeCode Available	1
CoCosNet v2: Full-Resolution Correspondence Learning for Image Translation	Dec 3, 2020	Image GenerationImage-to-Image Translation	CodeCode Available	1
Emergent Correspondence from Image Diffusion	Jun 6, 2023	Semantic correspondence	CodeCode Available	1
A Sparse and Locally Coherent Morphable Face Model for Dense Semantic Correspondence Across Heterogeneous 3D Faces	Jun 6, 2020	DescriptiveFace Model	CodeCode Available	1
Fine-Grained Image-Text Matching by Cross-Modal Hard Aligning Network	Jan 1, 2023	Image-text matchingRetrieval	CodeCode Available	1
CATs++: Boosting Cost Aggregation with Convolutions and Transformers	Feb 14, 2022	Semantic correspondence	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
Attentive Normalization for Conditional Image Generation	Apr 8, 2020	Conditional Image GenerationImage Generation	CodeCode Available	1
Deep ViT Features as Dense Visual Descriptors	Dec 10, 2021	Feature UpsamplingSemantic correspondence	CodeCode Available	1
Exploring Structured Semantic Prior for Multi Label Recognition with Incomplete Labels	Mar 23, 2023	Language ModelingLanguage Modelling	CodeCode Available	1
Learning to Compose Hypercolumns for Visual Correspondence	Jul 21, 2020	object-detectionSemantic correspondence	CodeCode Available	1
Color2Embed: Fast Exemplar-Based Image Colorization using Color Embeddings	Jun 15, 2021	ColorizationImage Colorization	CodeCode Available	1
Multi-Compound Transformer for Accurate Biomedical Image Segmentation	Jun 28, 2021	image-classificationImage Classification	CodeCode Available	1
Multi-scale Matching Networks for Semantic Correspondence	Jul 31, 2021	Computational EfficiencySemantic 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
Compositional Temporal Grounding with Structured Variational Cross-Graph Correspondence Learning	Mar 24, 2022	DiversitySemantic correspondence	CodeCode Available	1
Patch-wise Graph Contrastive Learning for Image Translation	Dec 13, 2023	Contrastive LearningGraph Neural Network	CodeCode Available	1
AesPA-Net: Aesthetic Pattern-Aware Style Transfer Networks	Jul 19, 2023	RhythmSemantic correspondence	CodeCode Available	1
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation	Jul 30, 2022	Few-Shot Semantic SegmentationSegmentation	CodeCode Available	1
Semantic Correspondence as an Optimal Transport Problem	Jun 1, 2020	Semantic correspondence	CodeCode Available	1
Learning Semantic Correspondence with Sparse Annotations	Aug 15, 2022	DenoisingSemantic 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 (ECCV)	PCK	92.3	—	Unverified
8	VAT	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