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 401450 of 1648 papers

TitleStatusHype
An Effective Pipeline for a Real-world Clothes Retrieval System0
Detecting Deep-Fake Videos from Appearance and Behavior0
Detection of Peculiar Word Sense by Distance Metric Learning with Labeled Examples0
Detect Professional Malicious User with Metric Learning in Recommender Systems0
DIABLO: Dictionary-based Attention Block for Deep Metric Learning0
Did It Change? Learning to Detect Point-Of-Interest Changes for Proactive Map Updates0
Adaptive neighborhood Metric learning0
Deep Metric Structured Learning For Facial Expression Recognition0
Direct Density-Derivative Estimation and Its Application in KL-Divergence Approximation0
Deep Metric Multi-View Hashing for Multimedia Retrieval0
Bilinear pooling and metric learning network for early Alzheimer's disease identification with FDG-PET images0
Discrete Infomax Codes for Supervised Representation Learning0
Discrete InfoMax Codes for Meta-Learning0
Case-based Similar Image Retrieval for Weakly Annotated Large Histopathological Images of Malignant Lymphoma Using Deep Metric Learning0
Deep Metric Learning With Tuplet Margin Loss0
Discriminative Learning of Similarity and Group Equivariant Representations0
Deep Metric Learning with Spherical Embedding0
Discriminative Metric Learning with Deep Forest0
Bilevel Distance Metric Learning for Robust Image Recognition0
Disease-oriented image embedding with pseudo-scanner standardization for content-based image retrieval on 3D brain MRI0
And what if two musical versions don't share melody, harmony, rhythm, or lyrics ?0
Disentangled Multidimensional Metric Learning for Music Similarity0
Disentangled representation learning for multilingual speaker recognition0
Disentanglement for Discriminative Visual Recognition0
Challenge report: Recognizing Families In the Wild Data Challenge0
Annotation Cost Efficient Active Learning for Content Based Image Retrieval0
Dissecting the impact of different loss functions with gradient surgery0
Distance-Forward Learning: Enhancing the Forward-Forward Algorithm Towards High-Performance On-Chip Learning0
Distance metric learning based on structural neighborhoods for dimensionality reduction and classification performance improvement0
Distance Metric Learning for Aspect Phrase Grouping0
Deep Metric Learning with Soft Orthogonal Proxies0
Distance Metric Learning Loss Functions in Few-Shot Scenarios of Supervised Language Models Fine-Tuning0
Deep Metric Learning with Locality Sensitive Angular Loss for Self-Correcting Source Separation of Neural Spiking Signals0
Distance Metric Learning through Minimization of the Free Energy0
BIER - Boosting Independent Embeddings Robustly0
Deep Metric Learning with Hierarchical Triplet Loss0
Deep Metric Learning with Density Adaptivity0
Anchor-aware Deep Metric Learning for Audio-visual Retrieval0
Class Anchor Margin Loss for Content-Based Image Retrieval0
Distributionally Robust Weighted k-Nearest Neighbors0
Distribution Context Aware Loss for Person Re-identification0
3D Facial Matching by Spiral Convolutional Metric Learning and a Biometric Fusion-Net of Demographic Properties0
Bidirectional Feature Globalization for Few-shot Semantic Segmentation of 3D Point Cloud Scenes0
Deep Metric Learning with Alternating Projections onto Feasible Sets0
Class-Specific Channel Attention for Few-Shot Learning0
DCA: Diversified Co-Attention towards Informative Live Video Commenting0
Diversified Mutual Learning for Deep Metric Learning0
CLLMFS: A Contrastive Learning enhanced Large Language Model Framework for Few-Shot Named Entity Recognition0
DML-GANR: Deep Metric Learning With Generative Adversarial Network Regularization for High Spatial Resolution Remote Sensing Image Retrieval0
An Automated Vulnerability Detection Framework for Smart Contracts0
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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