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 12011250 of 1648 papers

TitleStatusHype
Collaborative Metric Learning Recommendation System: Application to Theatrical Movie Releases0
Collaborative Metric Learning with Memory Network for Multi-Relational Recommender Systems0
Collaborative Preference Embedding against Sparse Labels0
Creating Ensembles of Classifiers through UMDA for Aerial Scene Classification0
Communication/Computation Tradeoffs in Consensus-Based Distributed Optimization0
Compare learning: bi-attention network for few-shot learning0
Computer Vision and Metrics Learning for Hypothesis Testing: An Application of Q-Q Plot for Normality Test0
ConceptBeam: Concept Driven Target Speech Extraction0
Exploiting Global Camera Network Constraints for Unsupervised Video Person Re-identification0
Constellation Loss: Improving the efficiency of deep metric learning loss functions for optimal embedding0
Constrained Deep Metric Learning for Person Re-identification0
Constraint Selection in Metric Learning0
Construct Informative Triplet with Two-stage Hard-sample Generation0
Content-Based Brain Tumor Retrieval for MR Images Using Transfer Learning0
Relaxed N-Pairs Loss for Context-Aware Recommendations of Television Content0
Context-Aware Siamese Networks for Efficient Emotion Recognition in Conversation0
Contextual Image Parsing via Panoptic Segment Sorting0
Continuous Metric Learning For Transferable Speech Emotion Recognition and Embedding Across Low-resource Languages0
Continuous Self-Localization on Aerial Images Using Visual and Lidar Sensors0
Contrastive Attention Networks for Attribution of Early Modern Print0
Contrastive-mixup learning for improved speaker verification0
Contrastive Representation Learning: A Framework and Review0
ConVAEr: Convolutional Variational AutoEncodeRs for incremental similarity learning0
Cooperative Decentralized Backdoor Attacks on Vertical Federated Learning0
CPMetric: Deep Siamese Networks for Learning Distances Between Structured Preferences0
CP-mtML: Coupled Projection multi-task Metric Learning for Large Scale Face Retrieval0
CroMe: Multimodal Fake News Detection using Cross-Modal Tri-Transformer and Metric Learning0
Cross-Age LFW: A Database for Studying Cross-Age Face Recognition in Unconstrained Environments0
Cross-Domain Similarity Learning for Face Recognition in Unseen Domains0
Cross Euclidean-to-Riemannian Metric Learning with Application to Face Recognition from Video0
Cross-Global Attention Graph Kernel Network Prediction of Drug Prescription0
Cross-Image-Attention for Conditional Embeddings in Deep Metric Learning0
Crossing the Gap: Domain Generalization for Image Captioning0
Cross-media Similarity Metric Learning with Unified Deep Networks0
Auxiliary Cross-Modal Representation Learning with Triplet Loss Functions for Online Handwriting Recognition0
Cross-modal Deep Metric Learning with Multi-task Regularization0
Cross-modal Image Retrieval with Deep Mutual Information Maximization0
Cross-Modal Similarity Learning : A Low Rank Bilinear Formulation0
Cross-View Image Retrieval -- Ground to Aerial Image Retrieval through Deep Learning0
Cross Vision-RF Gait Re-identification with Low-cost RGB-D Cameras and mmWave Radars0
Dare to Plagiarize? Plagiarized Painting Recognition and Retrieval0
DARI: Distance metric And Representation Integration for Person Verification0
DarkRank: Accelerating Deep Metric Learning via Cross Sample Similarities Transfer0
Data-driven prediction of multistable systems from sparse measurements0
Data-Efficient Ranking Distillation for Image Retrieval0
Data-Side Efficiencies for Lightweight Convolutional Neural Networks0
DCF-ASN: Coarse-to-fine Real-time Visual Tracking via Discriminative Correlation Filter and Attentional Siamese Network0
DDGHM: Dual Dynamic Graph with Hybrid Metric Training for Cross-Domain Sequential Recommendation0
Decomposition-Based Transfer Distance Metric Learning for Image Classification0
Deep Adaptive Feature Embedding with Local Sample Distributions for Person Re-identification0
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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