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 751800 of 1648 papers

TitleStatusHype
Learning from Extrinsic and Intrinsic Supervisions for Domain Generalization0
Learning Graph Edit Distance by Graph Neural Networks0
CLAREL: Classification via retrieval loss for zero-shot learning0
Fine-Grained Visual Categorization via Multi-stage Metric Learning0
Deep Metric Multi-View Hashing for Multimedia Retrieval0
Is Fairness Only Metric Deep? Evaluating and Addressing Subgroup Gaps in Deep Metric Learning0
Iterated Support Vector Machines for Distance Metric Learning0
Iterative Deep Graph Learning for Graph Neural Networks0
Cross Vision-RF Gait Re-identification with Low-cost RGB-D Cameras and mmWave Radars0
Fine-grained Categorization and Dataset Bootstrapping using Deep Metric Learning with Humans in the Loop0
A Theoretically Sound Upper Bound on the Triplet Loss for Improving the Efficiency of Deep Distance Metric Learning0
Joint Dimensionality Reduction and Metric Learning: A Geometric Take0
Joint Discriminative and Metric Embedding Learning for Person Re-Identification0
Joint Intensity and Spatial Metric Learning for Robust Gait Recognition0
Deep Neural Networks with Random Gaussian Weights: A Universal Classification Strategy?0
Jointly Learning Multiple Measures of Similarities from Triplet Comparisons0
Learning Empirical Bregman Divergence for Uncertain Distance Representation0
FineEHR: Refine Clinical Note Representations to Improve Mortality Prediction0
Mixed-type Distance Shrinkage and Selection for Clustering via Kernel Metric Learning0
DeepPoint3D: Learning Discriminative Local Descriptors using Deep Metric Learning on 3D Point Clouds0
Kernel Regression with Sparse Metric Learning0
Cross-View Image Retrieval -- Ground to Aerial Image Retrieval through Deep Learning0
Knowledge Elicitation using Deep Metric Learning and Psychometric Testing0
Metric Learning for Individual Fairness0
Finding Significant Features for Few-Shot Learning using Dimensionality Reduction0
Finding Non-Arbitrary Form-Meaning Systematicity Using String-Metric Learning for Kernel Regression0
Deep Semi-supervised Metric Learning with Dual Alignment for Cervical Cancer Cell Detection0
BP-Triplet Net for Unsupervised Domain Adaptation: A Bayesian Perspective0
Deep Semi-Supervised Metric Learning With Mixed Label Propagation0
Label Efficient Learning of Transferable Representations acrosss Domains and Tasks0
Label Efficient Learning of Transferable Representations across Domains and Tasks0
LabellessFace: Fair Metric Learning for Face Recognition without Attribute Labels0
Affinity guided Geometric Semi-Supervised Metric Learning0
Language and Obfuscation Oblivious Source Code Authorship Attribution0
Large Margin Multi-Task Metric Learning0
Large Margin Prototypical Network for Few-shot Relation Classification with Fine-grained Features0
Large-Margin Representation Learning for Texture Classification0
Deep Transform and Metric Learning Network: Wedding Deep Dictionary Learning and Neural Networks0
Large-scale Distance Metric Learning with Uncertainty0
Large Scale Distributed Distance Metric Learning0
Learning Distances from Data with Normalizing Flows and Score Matching0
Learning Euclidean-to-Riemannian Metric for Point-to-Set Classification0
Large Scale Local Online Similarity/Distance Learning Framework based on Passive/Aggressive0
DeepVisage: Making face recognition simple yet with powerful generalization skills0
FILM: A Fast, Interpretable, and Low-rank Metric Learning Approach for Sentence Matching0
Large Scale Question Paraphrase Retrieval with Smoothed Deep Metric Learning0
Large Scale Strongly Supervised Ensemble Metric Learning, with Applications to Face Verification and Retrieval0
Large-Scale Visual Font Recognition0
Cross-Modal Similarity Learning : A Low Rank Bilinear Formulation0
Few-Shot Partial-Label Learning0
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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