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 851900 of 1648 papers

TitleStatusHype
Interpretable Distance Metric Learning for Handwritten Chinese Character Recognition0
Distance Metric-Based Learning with Interpolated Latent Features for Location Classification in Endoscopy Image and Video0
Pretraining Neural Architecture Search Controllers with Locality-based Self-Supervised LearningCode0
Metric Learning for Anti-Compression Facial Forgery Detection0
Cross-Domain Similarity Learning for Face Recognition in Unseen Domains0
Cross-modal Image Retrieval with Deep Mutual Information Maximization0
Fully Convolutional Geometric Features for Category-level Object Alignment0
Meta-learning representations for clustering with infinite Gaussian mixture models0
A Primer on Contrastive Pretraining in Language Processing: Methods, Lessons Learned and Perspectives0
Decoupled and Memory-Reinforced Networks: Towards Effective Feature Learning for One-Step Person SearchCode0
Fuzzy clustering algorithms with distance metric learning and entropy regularization0
Semi Supervised Learning For Few-shot Audio Classification By Episodic Triplet Mining0
A Unified Batch Selection Policy for Active Metric Learning0
Exploring Adversarial Robustness of Deep Metric LearningCode0
Dimension Free Generalization Bounds for Non Linear Metric Learning0
MOTS R-CNN: Cosine-margin-triplet loss for multi-object tracking0
Hyperspherical embedding for novel class classification0
Feature Representation in Deep Metric Embeddings0
Multimodal-Aware Weakly Supervised Metric Learning with Self-weighting Triplet Loss0
Semantic Borrowing for Generalized Zero-Shot Learning0
Melon Playlist Dataset: a public dataset for audio-based playlist generation and music taggingCode0
Few-Shot Learning for Road Object Detection0
Supervised Tree-Wasserstein Distance0
Hashing and metric learning for charged particle tracking0
How Shift Equivariance Impacts Metric Learning for Instance SegmentationCode0
Probabilistic Metric Learning with Adaptive Margin for Top-K Recommendation0
Rethinking Interactive Image Segmentation: Feature Space AnnotationCode0
Adversarial-Metric Learning for Audio-Visual Cross-Modal MatchingCode0
Lesion2Vec: Deep Metric Learning for Few-Shot Multiple Lesions Recognition in Wireless Capsule Endoscopy Video0
Metric Learning for Session-based RecommendationsCode0
Recommending Accurate and Diverse Items Using Bilateral Branch Network0
Sequence Metric Learning as Synchronization of Recurrent Neural Networks0
Embedding Transfer via Smooth Contrastive Loss0
Normalized Human Pose Features for Human Action Video Alignment0
Adversarial Deep Metric Learning0
Learning Deep Local Features With Multiple Dynamic Attentions for Large-Scale Image RetrievalCode0
Bayesian Metric Learning for Robust Training of Deep Models under Noisy Labels0
Channel Augmented Joint Learning for Visible-Infrared RecognitionCode0
Learning Semantic Similarities for Prototypical Classifiers0
Contextual Image Parsing via Panoptic Segment Sorting0
Learning Better Visual Data Similarities via New Grouplet Non-Euclidean Embedding0
MM-FSOD: Meta and metric integrated few-shot object detection0
Person Re-identification with Adversarial Triplet Embedding0
Person Re-Identification using Deep Learning Networks: A Systematic Review0
Predicting Generalization in Deep Learning via Metric Learning -- PGDL Shared task0
Odd-One-Out Representation LearningCode0
Deep Depression Prediction on Longitudinal Data via Joint Anomaly Ranking and Classification0
Generalization Bound of Gradient Descent for Non-Convex Metric LearningCode0
Sharper Generalization Bounds for Pairwise Learning0
A Deep Metric Learning Method for Biomedical Passage Retrieval0
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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