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 701750 of 1648 papers

TitleStatusHype
BP-Triplet Net for Unsupervised Domain Adaptation: A Bayesian Perspective0
Auxiliary Cross-Modal Representation Learning with Triplet Loss Functions for Online Handwriting Recognition0
Do Lessons from Metric Learning Generalize to Image-Caption Retrieval?Code0
Graph Neural Network with Curriculum Learning for Imbalanced Node Classification0
Active metric learning and classification using similarity queries0
MGNN: Graph Neural Networks Inspired by Distance Geometry ProblemCode0
HSADML: Hyper-Sphere Angular Deep Metric based Learning for Brain Tumor Classification0
Dissecting the impact of different loss functions with gradient surgery0
Synthetic speech detection using meta-learning with prototypical loss0
Spectral, Probabilistic, and Deep Metric Learning: Tutorial and Survey0
Visual Representation Learning with Self-Supervised Attention for Low-Label High-data RegimeCode0
Distance-Ratio-Based Formulation for Metric LearningCode0
Adaptive neighborhood Metric learning0
Structure and Semantics Preserving Document Representations0
Learning to Generate Novel Classes for Deep Metric Learning0
Weakly-Supervised Metric Learning With Cross-Module Communications for the Classification of Anterior Chamber Angle ImagesCode0
Adaptive Hierarchical Representation Learning for Long-Tailed Object Detection0
Multi-Head Deep Metric Learning Using Global and Local Representations0
Few-Shot Classification in Unseen Domains by Episodic Meta-Learning Across Visual Domains0
Visual Microfossil Identification via Deep Metric LearningCode0
SGML: A Symmetric Graph Metric Learning Framework for Efficient Hyperspectral Image ClassificationCode0
Modality-Aware Triplet Hard Mining for Zero-shot Sketch-Based Image RetrievalCode0
E-CRF: Embedded Conditional Random Field for Boundary-caused Class Weights Confusion in Semantic SegmentationCode0
Construct Informative Triplet with Two-stage Hard-sample Generation0
Open-set 3D Object Detection0
Generalization Guarantee of SGD for Pairwise Learning0
Simple Stochastic and Online Gradient Descent Algorithms for Pairwise Learning0
Contrastive Instance Association for 4D Panoptic Segmentation using Sequences of 3D LiDAR ScansCode0
Chemical Identification and Indexing in PubMed Articles via BERT and Text-to-Text Approaches0
Affect-DML: Context-Aware One-Shot Recognition of Human Affect using Deep Metric LearningCode0
APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation0
Deep metric learning improves lab of origin prediction of genetically engineered plasmids0
Simple Stochastic and Online Gradient DescentAlgorithms for Pairwise LearningCode0
ShufaNet: Classification method for calligraphers who have reached the professional level0
Learning PSD-valued functions using kernel sums-of-squaresCode0
Interpretable embeddings to understand computing careers0
Dual Prototypical Contrastive Learning for Few-shot Semantic SegmentationCode0
Bilinear pooling and metric learning network for early Alzheimer's disease identification with FDG-PET images0
Learning Rates for Nonconvex Pairwise Learning0
Query-augmented Active Metric Learning0
Learning suction graspability considering grasp quality and robot reachability for bin-picking0
Online Continual Learning via Multiple Deep Metric Learning and Uncertainty-guided Episodic Memory Replay -- 3rd Place Solution for ICCV 2021 Workshop SSLAD Track 3A Continual Object ClassificationCode0
A MIMO Radar-Based Metric Learning Approach for Activity Recognition0
Out of distribution detection for skin and malaria images0
Faster Algorithms for Learning Convex Functions0
Few-shot learning with improved local representations via bias rectify module0
PP-ShiTu: A Practical Lightweight Image Recognition SystemCode0
MFNet: Multi-class Few-shot Segmentation Network with Pixel-wise Metric Learning0
Domain Agnostic Few-Shot Learning For Document Intelligence0
Adaptive Hierarchical Similarity Metric Learning with Noisy Labels0
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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