SOTAVerified

Metric Learning

The goal of Metric Learning is to learn a representation function that maps objects into an embedded space. The distance in the embedded space should preserve the objects’ similarity — similar objects get close and dissimilar objects get far away. Various loss functions have been developed for Metric Learning. For example, the contrastive loss guides the objects from the same class to be mapped to the same point and those from different classes to be mapped to different points whose distances are larger than a margin. Triplet loss is also popular, which requires the distance between the anchor sample and the positive sample to be smaller than the distance between the anchor sample and the negative sample.

Source: Road Network Metric Learning for Estimated Time of Arrival

Papers

Showing 9511000 of 1648 papers

TitleStatusHype
Deep Bayes Factor Scoring for Authorship Verification0
Memory-based Jitter: Improving Visual Recognition on Long-tailed Data with Diversity In Memory0
Unsupervised Deep Metric Learning via Orthogonality based Probabilistic Loss0
Positive semidefinite support vector regression metric learning0
Learning Graph Edit Distance by Graph Neural Networks0
Towards Visually Explaining Similarity Models0
Domain Private and Agnostic Feature for Modality Adaptive Face Recognition0
Unsupervised Deep Metric Learning with Transformed Attention Consistency and Contrastive Clustering Loss0
Disentangled Multidimensional Metric Learning for Music Similarity0
Metric Learning vs Classification for Disentangled Music Representation Learning0
Graph Wasserstein Correlation Analysis for Movie Retrieval0
Cross-Global Attention Graph Kernel Network Prediction of Drug Prescription0
Prime-Aware Adaptive Distillation0
Spherical Feature Transform for Deep Metric Learning0
Structural Deep Metric Learning for Room Layout Estimation0
Deep Credible Metric Learning for Unsupervised Domain Adaptation Person Re-identification0
Reconstruction Regularized Deep Metric Learning for Multi-label Image Classification0
Multi-view adaptive graph convolutions for graph classification0
Domain Generalization via Optimal Transport with Metric Similarity Learning0
Time-Frequency Scattering Accurately Models Auditory Similarities Between Instrumental Playing TechniquesCode0
Learning from Extrinsic and Intrinsic Supervisions for Domain Generalization0
Preserving Semantic Neighborhoods for Robust Cross-modal Retrieval0
Learning and Exploiting Interclass Visual Correlations for Medical Image Classification0
ECML: An Ensemble Cascade Metric Learning Mechanism towards Face VerificationCode0
Batch-Incremental Triplet Sampling for Training Triplet Networks Using Bayesian Updating TheoremCode0
Data-Efficient Ranking Distillation for Image Retrieval0
A Novel Random Forest Dissimilarity Measure for Multi-View Learning0
Offline versus Online Triplet Mining based on Extreme Distances of Histopathology PatchesCode0
A Metric Learning Approach to Misogyny Categorization0
Uniform Priors for Data-Efficient Transfer0
Person search: New paradigm of person re-identification: A survey and outlook of recent works0
Vehicle Attribute Recognition by Appearance: Computer Vision Methods for Vehicle Type, Make and Model Classification0
Evolving Metric Learning for Incremental and Decremental Features0
Adaptive additive classification-based loss for deep metric learning0
Road Network Metric Learning for Estimated Time of Arrival0
Disentangling by Subspace DiffusionCode0
Enhancing Factorization Machines with Generalized Metric LearningCode0
Semi-Discriminative Representation Loss for Online Continual LearningCode0
Quantile-Quantile Embedding for Distribution Transformation and Manifold Embedding with Ability to Choose the Embedding DistributionCode0
Mitosis Detection Under Limited Annotation: A Joint Learning Approach0
LFD-ProtoNet: Prototypical Network Based on Local Fisher Discriminant Analysis for Few-shot Learning0
Signed Graph Metric Learning via Gershgorin Disc Perfect AlignmentCode0
Class2Simi: A Noise Reduction Perspective on Learning with Noisy Labels0
Disentanglement for Discriminative Visual Recognition0
Video Understanding as Machine Translation0
Online Metric Learning for Multi-Label Classification0
Improving Deep Metric Learning with Virtual Classes and Examples Mining0
Pairwise Supervision Can Provably Elicit a Decision Boundary0
Unique Faces Recognition in Videos0
Towards Certified Robustness of Distance Metric LearningCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Unicom+ViT-L@336pxR@198.2Unverified
2Hyp-DINO 8x8R@192.8Unverified
3ResNet-50 + AVSLR@191.5Unverified
4NEDR@191.5Unverified
5ResNet-50 + Intra-Batch (ensemble of 5)R@191.5Unverified
6EfficientDML-VPTSP-G/512R@191.2Unverified
7CCL (ResNet-50)R@191.02Unverified
8ResNet50 + LanguageR@190.2Unverified
9ResNet-50 + MetrixR@189.6Unverified
10ResNet50 + S2SDR@189.5Unverified
#ModelMetricClaimedVerifiedStatus
1Unicom+ViT-L@336pxR@191.2Unverified
2STIRR@188.3Unverified
3Recall@k Surrogate Loss (ViT-B/16)R@188Unverified
4ViT-TripletR@186.5Unverified
5ROADMAP (DeiT-S)R@186Unverified
6Hyp-ViTR@185.9Unverified
7Hyp-DINOR@185.1Unverified
8Recall@k Surrogate Loss (ViT-B/32)R@185.1Unverified
9CCL (ResNet-50)R@183.1Unverified
10ROADMAP (ResNet-50)R@183.1Unverified
#ModelMetricClaimedVerifiedStatus
1Unicom+ViT-L@336pxR@190.1Unverified
2EfficientDML-VPTSP-G/512R@188.5Unverified
3Hyp-ViTR@185.6Unverified
4Hyp-DINOR@180.9Unverified
5NEDR@174.9Unverified
6CCL (ResNet-50)R@173.45Unverified
7ResNet-50 + AVSLR@171.9Unverified
8ResNet-50 + Intra-Batch ConnectionsR@171.8Unverified
9ResNet50 + LanguageR@171.4Unverified
10ResNet-50 + MetrixR@171.4Unverified
#ModelMetricClaimedVerifiedStatus
1Unicom+ViT-L@336pxR@196.7Unverified
2STIRR@195Unverified
3MGAR@194.3Unverified
4Hyp-ViTR@192.5Unverified
5Hyp-DINOR@192.4Unverified
6CCL (ResNet-50)R@192.31Unverified
7Gradient SurgeryR@192.21Unverified
8ResNet-50 + MetrixR@192.2Unverified
9EfficientDML-VPTSP-G/512R@192.1Unverified
10ViT-TripletR@192.1Unverified
#ModelMetricClaimedVerifiedStatus
1HAPPIERAverage-mAP43.8Unverified
2CSLAverage-mAP31Unverified
#ModelMetricClaimedVerifiedStatus
1HAPPIERAverage-mAP38Unverified
2CSLAverage-mAP28.7Unverified
#ModelMetricClaimedVerifiedStatus
1HAPPIERAverage-mAP37Unverified
2CSLAverage-mAP12.1Unverified