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 351400 of 1648 papers

TitleStatusHype
Angular triangle distance for ordinal metric learning0
A Deep Metric Learning Method for Biomedical Passage Retrieval0
Calibrated neighborhood aware confidence measure for deep metric learning0
CAFENet: Class-Agnostic Few-Shot Edge Detection Network0
Accounting for the Sequential Nature of States to Learn Features for Reinforcement Learning0
Bypassing Logits Bias in Online Class-Incremental Learning with a Generative Framework0
Designing an Effective Metric Learning Pipeline for Speaker Diarization0
Efficient Multiple Instance Metric Learning Using Weakly Supervised Data0
Efficient Online Local Metric Adaptation via Negative Samples for Person Re-Identification0
Efficient PSD Constrained Asymmetric Metric Learning for Person Re-Identification0
BWSNet: Automatic Perceptual Assessment of Audio Signals0
Deep Variational Metric Learning0
An Enhanced Deep Feature Representation for Person Re-identification0
Bringing Multimodality to Amazon Visual Search System0
Deep Spectral Clustering Learning0
Addressing the Loss-Metric Mismatch with Adaptive Loss Alignment0
Gaining Extra Supervision via Multi-task learning for Multi-Modal Video Question Answering0
An embedding for EEG signals learned using a triplet loss0
BP-Triplet Net for Unsupervised Domain Adaptation: A Bayesian Perspective0
Efficient feature embedding of 3D brain MRI images for content-based image retrieval with deep metric learning0
Bounded-Distortion Metric Learning0
DeepPoint3D: Learning Discriminative Local Descriptors using Deep Metric Learning on 3D Point Clouds0
BotTriNet: A Unified and Efficient Embedding for Social Bots Detection via Metric Learning0
3D Human Action Recognition with Siamese-LSTM Based Deep Metric Learning0
Efficient Malware Analysis Using Metric Embeddings0
EmbNum: Semantic labeling for numerical values with deep metric learning0
Enhancing mTBI Diagnosis with Residual Triplet Convolutional Neural Network Using 3D CT0
Deep Neural Networks with Random Gaussian Weights: A Universal Classification Strategy?0
Deep Depression Prediction on Longitudinal Data via Joint Anomaly Ranking and Classification0
Boosted Sparse Non-linear Distance Metric Learning0
Blazingly Fast Video Object Segmentation with Pixel-Wise Metric Learning0
An Effective Pipeline for a Real-world Clothes Retrieval System0
Adaptive neighborhood Metric learning0
Deep Metric Structured Learning For Facial Expression Recognition0
Deep-RBF Networks Revisited: Robust Classification with Rejection0
Deep Recurrent Convolutional Networks for Video-based Person Re-identification: An End-to-End Approach0
Deep Metric Multi-View Hashing for Multimedia Retrieval0
Deep Semi-supervised Metric Learning with Dual Alignment for Cervical Cancer Cell Detection0
Deep Semi-Supervised Metric Learning With Mixed Label Propagation0
Bridging Gap between Image Pixels and Semantics via Supervision: A Survey0
Bilinear pooling and metric learning network for early Alzheimer's disease identification with FDG-PET images0
Deep Transfer Metric Learning0
Deep Transform and Metric Learning Network: Wedding Deep Dictionary Learning and Neural Networks0
Deep Transform and Metric Learning Networks0
Deep Metric Learning With Tuplet Margin Loss0
DeepVisage: Making face recognition simple yet with powerful generalization skills0
Deep Metric Learning with Spherical Embedding0
Depth-discriminative Metric Learning for Monocular 3D Object Detection0
Bilevel Distance Metric Learning for Robust Image Recognition0
And what if two musical versions don't share melody, harmony, rhythm, or lyrics ?0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Unicom+ViT-L@336pxR@198.2Unverified
2Hyp-DINO 8x8R@192.8Unverified
3NEDR@191.5Unverified
4ResNet-50 + Intra-Batch (ensemble of 5)R@191.5Unverified
5ResNet-50 + AVSLR@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