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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 751–800 of 1648 papers

TitleStatusHype
DeepVisage: Making face recognition simple yet with powerful generalization skills—0
Large Scale Landmark Recognition via Deep Metric Learning—0
Deep Variational Metric Learning—0
BWSNet: Automatic Perceptual Assessment of Audio Signals—0
Deep Transform and Metric Learning Networks—0
Large-Margin Representation Learning for Texture Classification—0
Deep Transform and Metric Learning Network: Wedding Deep Dictionary Learning and Neural Networks—0
Deep Transfer Metric Learning—0
Label-Removed Generative Adversarial Networks Incorporating with K-Means—0
Deep Spectral Clustering Learning—0
Bringing Multimodality to Amazon Visual Search System—0
An Enhanced Deep Feature Representation for Person Re-identification—0
Label Efficient Learning of Transferable Representations across Domains and Tasks—0
Deep Semi-Supervised Metric Learning With Mixed Label Propagation—0
Bridging Gap between Image Pixels and Semantics via Supervision: A Survey—0
Categorical Knowledge Fused Recognition: Fusing Hierarchical Knowledge with Image Classification through Aligning and Deep Metric Learning—0
Deep Semi-supervised Metric Learning with Dual Alignment for Cervical Cancer Cell Detection—0
BP-Triplet Net for Unsupervised Domain Adaptation: A Bayesian Perspective—0
Knowledge Elicitation using Deep Metric Learning and Psychometric Testing—0
Deep Recurrent Convolutional Networks for Video-based Person Re-identification: An End-to-End Approach—0
Kernel Regression with Sparse Metric Learning—0
Deep-RBF Networks Revisited: Robust Classification with Rejection—0
Bounded-Distortion Metric Learning—0
Mixed-type Distance Shrinkage and Selection for Clustering via Kernel Metric Learning—0
Kernel-based Distance Metric Learning in the Output Space—0
Knowledge Guided Metric Learning for Few-Shot Text Classification—0
DeepPoint3D: Learning Discriminative Local Descriptors using Deep Metric Learning on 3D Point Clouds—0
BotTriNet: A Unified and Efficient Embedding for Social Bots Detection via Metric Learning—0
An embedding for EEG signals learned using a triplet loss—0
Label Efficient Learning of Transferable Representations acrosss Domains and Tasks—0
Addressing the Loss-Metric Mismatch with Adaptive Loss Alignment—0
LabellessFace: Fair Metric Learning for Face Recognition without Attribute Labels—0
Accounting for the Sequential Nature of States to Learn Features for Reinforcement Learning—0
Language and Obfuscation Oblivious Source Code Authorship Attribution—0
Large Margin Multi-Task Metric Learning—0
Large Margin Prototypical Network for Few-shot Relation Classification with Fine-grained Features—0
3D Human Action Recognition with Siamese-LSTM Based Deep Metric Learning—0
Gaining Extra Supervision via Multi-task learning for Multi-Modal Video Question Answering—0
Large-scale Distance Metric Learning with Uncertainty—0
Large Scale Distributed Distance Metric Learning—0
Jointly Learning Multiple Measures of Similarities from Triplet Comparisons—0
Deep Neural Networks with Random Gaussian Weights: A Universal Classification Strategy?—0
Large Scale Local Online Similarity/Distance Learning Framework based on Passive/Aggressive—0
Joint Intensity and Spatial Metric Learning for Robust Gait Recognition—0
Joint Discriminative and Metric Embedding Learning for Person Re-Identification—0
Deep Depression Prediction on Longitudinal Data via Joint Anomaly Ranking and Classification—0
Boosted Sparse Non-linear Distance Metric Learning—0
Large-Scale Visual Font Recognition—0
Joint Dimensionality Reduction and Metric Learning: A Geometric Take—0
Joint Adaptive Neighbours and Metric Learning for Multi-view Subspace Clustering—0
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All datasetsCARS196Stanford Online ProductsCUB-200-2011In-ShopDyML-AnimalDyML-ProductDyML-Vehicle

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Unicom+ViT-L@336pxR@198.2—Unverified
2Hyp-DINO 8x8R@192.8—Unverified
3ResNet-50 + AVSLR@191.5—Unverified
4NEDR@191.5—Unverified
5ResNet-50 + Intra-Batch (ensemble of 5)R@191.5—Unverified
6EfficientDML-VPTSP-G/512R@191.2—Unverified
7CCL (ResNet-50)R@191.02—Unverified
8ResNet50 + LanguageR@190.2—Unverified
9ResNet-50 + MetrixR@189.6—Unverified
10ResNet50 + S2SDR@189.5—Unverified
#ModelMetricClaimedVerifiedStatus
1Unicom+ViT-L@336pxR@191.2—Unverified
2STIRR@188.3—Unverified
3Recall@k Surrogate Loss (ViT-B/16)R@188—Unverified
4ViT-TripletR@186.5—Unverified
5ROADMAP (DeiT-S)R@186—Unverified
6Hyp-ViTR@185.9—Unverified
7Hyp-DINOR@185.1—Unverified
8Recall@k Surrogate Loss (ViT-B/32)R@185.1—Unverified
9CCL (ResNet-50)R@183.1—Unverified
10ROADMAP (ResNet-50)R@183.1—Unverified
#ModelMetricClaimedVerifiedStatus
1Unicom+ViT-L@336pxR@190.1—Unverified
2EfficientDML-VPTSP-G/512R@188.5—Unverified
3Hyp-ViTR@185.6—Unverified
4Hyp-DINOR@180.9—Unverified
5NEDR@174.9—Unverified
6CCL (ResNet-50)R@173.45—Unverified
7ResNet-50 + AVSLR@171.9—Unverified
8ResNet-50 + Intra-Batch ConnectionsR@171.8—Unverified
9ResNet50 + LanguageR@171.4—Unverified
10ResNet-50 + MetrixR@171.4—Unverified
#ModelMetricClaimedVerifiedStatus
1Unicom+ViT-L@336pxR@196.7—Unverified
2STIRR@195—Unverified
3MGAR@194.3—Unverified
4Hyp-ViTR@192.5—Unverified
5Hyp-DINOR@192.4—Unverified
6CCL (ResNet-50)R@192.31—Unverified
7Gradient SurgeryR@192.21—Unverified
8ResNet-50 + MetrixR@192.2—Unverified
9EfficientDML-VPTSP-G/512R@192.1—Unverified
10ViT-TripletR@192.1—Unverified
#ModelMetricClaimedVerifiedStatus
1HAPPIERAverage-mAP43.8—Unverified
2CSLAverage-mAP31—Unverified
#ModelMetricClaimedVerifiedStatus
1HAPPIERAverage-mAP38—Unverified
2CSLAverage-mAP28.7—Unverified
#ModelMetricClaimedVerifiedStatus
1HAPPIERAverage-mAP37—Unverified
2CSLAverage-mAP12.1—Unverified