Metric Learning

Relational Proxies: Emergent Relationships as Fine-Grained Discriminators NeurIPS 2022 RELiC: Retrieving Evidence for Literary Claims ACL 2022 Renovate Yourself: Calibrating Feature Representation of Misclassified Pixels for Semantic Segmentation AAAI 2022 Represent, Compare, and Learn: A Similarity-Aware Framework for Class-Agnostic Counting CVPR 2022 Rescue Implicit and Long-tail Cases: Nearest Neighbor Relation Extraction EMNLP 2022 Rethinking the Optimization of Average Precision: Only Penalizing Negative Instances before Positive Ones Is Enough AAAI 2022 RGB-Multispectral Matching: Dataset, Learning Methodology, Evaluation CVPR 2022 Robust Graph Structure Learning via Multiple Statistical Tests NeurIPS 2022 Robust textual embedding against word-level adversarial attacks UAI 2022 RoMe: A Robust Metric for Evaluating Natural Language Generation ACL 2022 Scoring of Large-Margin Embeddings for Speaker Verification: Cosine or PLDA? Interspeech 2022 SeeTek: Very Large-Scale Open-Set Logo Recognition With Text-Aware Metric Learning WACV 2022 Self-Supervision Enhanced Feature Selection with Correlated Gates ICLR 2022 Self-Taught Metric Learning Without Labels CVPR 2022 Semantically Meaningful Metrics for Norwegian ASR Systems Interspeech 2022 Semantic Cross Attention for Few-shot Learning ACML 2022 Semantic Similarity as a Window into Vector- and Graph-Based Metrics EMNLP 2022 Show Your Faith: Cross-Modal Confidence-Aware Network for Image-Text Matching AAAI 2022 Siamese Contrastive Embedding Network for Compositional Zero-Shot Learning CVPR 2022 Similarity-Based Content Scoring - How to Make S-BERT Keep Up With BERT NAACL 2022 Skeleton-DML: Deep Metric Learning for Skeleton-Based One-Shot Action Recognition WACV 2022 Smoothed Embeddings for Certified Few-Shot Learning NeurIPS 2022 Sobolev Transport: A Scalable Metric for Probability Measures with Graph Metrics AISTATS 2022 SpanProto: A Two-stage Span-based Prototypical Network for Few-shot Named Entity Recognition EMNLP 2022 Spatial Commonsense Graph for Object Localisation in Partial Scenes CVPR 2022