SOTAVerified

Semantic correspondence

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

Papers

Showing 2130 of 175 papers

TitleStatusHype
Hierarchical Dense Correlation Distillation for Few-Shot SegmentationCode1
Exploring Structured Semantic Prior for Multi Label Recognition with Incomplete LabelsCode1
UATVR: Uncertainty-Adaptive Text-Video RetrievalCode1
Fine-Grained Image-Text Matching by Cross-Modal Hard Aligning NetworkCode1
Ref-NPR: Reference-Based Non-Photorealistic Radiance Fields for Controllable Scene StylizationCode1
Multi-Granularity Cross-Modality Representation Learning for Named Entity Recognition on Social MediaCode1
Neural Matching Fields: Implicit Representation of Matching Fields for Visual CorrespondenceCode1
Learning Semantic Correspondence with Sparse AnnotationsCode1
PPMN: Pixel-Phrase Matching Network for One-Stage Panoptic Narrative GroundingCode1
Doubly Deformable Aggregation of Covariance Matrices for Few-shot SegmentationCode1
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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
7VAT (ECCV)PCK92.3Unverified
8VATPCK92.3Unverified
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