SOTAVerified

Semantic correspondence

The task of semantic correspondence aims to establish reliable visual correspondence between different instances of the same object category.

Papers

Showing 150 of 175 papers

TitleStatusHype
Zero-shot Image Editing with Reference ImitationCode5
StableVITON: Learning Semantic Correspondence with Latent Diffusion Model for Virtual Try-OnCode3
Semantic Gesticulator: Semantics-Aware Co-Speech Gesture SynthesisCode3
CleanDIFT: Diffusion Features without NoiseCode2
A Tale of Two Features: Stable Diffusion Complements DINO for Zero-Shot Semantic CorrespondenceCode2
Zero-Shot Video Semantic Segmentation based on Pre-Trained Diffusion ModelsCode2
Going Denser with Open-Vocabulary Part SegmentationCode2
Cora: Correspondence-aware image editing using few step diffusionCode1
SnapMix: Semantically Proportional Mixing for Augmenting Fine-grained DataCode1
Telling Left from Right: Identifying Geometry-Aware Semantic CorrespondenceCode1
Instant Multi-View Head Capture through Learnable RegistrationCode1
Learning to Compose Hypercolumns for Visual CorrespondenceCode1
Correspondence Networks with Adaptive Neighbourhood ConsensusCode1
SSAT: A Symmetric Semantic-Aware Transformer Network for Makeup Transfer and RemovalCode1
Semantic Correspondence: Unified Benchmarking and a Strong BaselineCode1
Semantic Correspondence as an Optimal Transport ProblemCode1
Semantic Correspondence via 2D-3D-2D CycleCode1
Patch-wise Graph Contrastive Learning for Image TranslationCode1
Fine-Grained Image-Text Matching by Cross-Modal Hard Aligning NetworkCode1
Semantic-Aware Fine-Grained CorrespondenceCode1
Hierarchical Dense Correlation Distillation for Few-Shot SegmentationCode1
CoHD: A Counting-Aware Hierarchical Decoding Framework for Generalized Referring Expression SegmentationCode1
AesPA-Net: Aesthetic Pattern-Aware Style Transfer NetworksCode1
Masked and Adaptive Transformer for Exemplar Based Image TranslationCode1
Learning Semantic Correspondence with Sparse AnnotationsCode1
Convolutional Hough Matching NetworksCode1
Neural Matching Fields: Implicit Representation of Matching Fields for Visual CorrespondenceCode1
PatentMatch: A Dataset for Matching Patent Claims & Prior ArtCode1
Cost Aggregation Is All You Need for Few-Shot SegmentationCode1
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot SegmentationCode1
Multi-Granularity Cross-Modality Representation Learning for Named Entity Recognition on Social MediaCode1
Emergent Correspondence from Image DiffusionCode1
Multi-Modal Interaction Graph Convolutional Network for Temporal Language Localization in VideosCode1
Facial Action Unit Intensity Estimation via Semantic Correspondence Learning with Dynamic Graph ConvolutionCode1
CATs++: Boosting Cost Aggregation with Convolutions and TransformersCode1
Exploring Structured Semantic Prior for Multi Label Recognition with Incomplete LabelsCode1
Attentive Normalization for Conditional Image GenerationCode1
Deep ViT Features as Dense Visual DescriptorsCode1
A Sparse and Locally Coherent Morphable Face Model for Dense Semantic Correspondence Across Heterogeneous 3D FacesCode1
Factual Serialization Enhancement: A Key Innovation for Chest X-ray Report GenerationCode1
Color2Embed: Fast Exemplar-Based Image Colorization using Color EmbeddingsCode1
Ref-NPR: Reference-Based Non-Photorealistic Radiance Fields for Controllable Scene StylizationCode1
CoCosNet v2: Full-Resolution Correspondence Learning for Image TranslationCode1
DiscoBox: Weakly Supervised Instance Segmentation and Semantic Correspondence from Box SupervisionCode1
Compositional Temporal Grounding with Structured Variational Cross-Graph Correspondence LearningCode1
Multi-Compound Transformer for Accurate Biomedical Image SegmentationCode1
Multi-scale Matching Networks for Semantic CorrespondenceCode1
Doubly Deformable Aggregation of Covariance Matrices for Few-shot SegmentationCode1
Learning Implicit Functions for Topology-Varying Dense 3D Shape CorrespondenceCode1
PPMN: Pixel-Phrase Matching Network for One-Stage Panoptic Narrative GroundingCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GeoAware-SC (Supervised, AP-10K P.T.)PCK85.6Unverified
2DINOv2PCK85.2Unverified
3GeoAware-SC (Supervised)PCK82.9Unverified
4SD+DINO (Supervised)PCK74.6Unverified
5GeoAware-SC + CleanDIFT (Zero-Shot)PCK70Unverified
6GeoAware-SC (Zero-Shot)PCK68.5Unverified
7SD+DINO + CleanDIFT (Zero-Shot)PCK64.8Unverified
8IFCATPCK64.4Unverified
9SD+DINO (Zero-shot)PCK64Unverified
10DIFT + CleanDIFT (Zero-Shot)PCK61.4Unverified
#ModelMetricClaimedVerifiedStatus
1DINOv2PCK95.8Unverified
2GeoAware-SC (Supervised, AP-10K P.T.)PCK95.7Unverified
3GeoAware-SC (Supervised)PCK95.1Unverified
4CATs++PCK93.8Unverified
5SD+DINO (Supervised)PCK93.6Unverified
6CATsPCK92.6Unverified
7VATPCK92.3Unverified
8VAT (ECCV)PCK92.3Unverified
9CHMPCK91.6Unverified
10DHPFPCK90.7Unverified
#ModelMetricClaimedVerifiedStatus
1LDMCorrespondencesPCK84.3Unverified
2VAT (ECCV)PCK81.6Unverified
3VATPCK81Unverified
4CHMPCK79.4Unverified
5CATsPCK79.2Unverified
6SCOTPCK78.1Unverified
7DHPFPCK77.6Unverified
8HPFPCK76.3Unverified
#ModelMetricClaimedVerifiedStatus
1HPFIoU63Unverified
2DHPFIoU62Unverified
#ModelMetricClaimedVerifiedStatus
1DINOv2PCK87.4Unverified
#ModelMetricClaimedVerifiedStatus
1LDM CorrespondencesMean PCK@0.0561.6Unverified