Hard negative examples are hard, but useful

24 July 2020

Papers citing "Hard negative examples are hard, but useful"

25 / 25 papers shown

Title
YoChameleon: Personalized Vision and Language Generation Thao Nguyen Krishna Kumar Singh Jing Shi Trung H. Bui Yong Jae Lee Yuheng Li MLLM 89 1 0 29 Apr 2025
ELIP: Enhanced Visual-Language Foundation Models for Image Retrieval Guanqi Zhan Yuanpei Liu Kai Han Weidi Xie Andrew Zisserman VLM 282 0 0 21 Feb 2025
Invariant Graph Learning Meets Information Bottleneck for Out-of-Distribution Generalization Wenyu Mao Jiancan Wu Haoyang Liu Yongduo Sui Xiang Wang OOD 48 2 0 03 Aug 2024
Enhancing Contrastive Learning with Efficient Combinatorial Positive Pairing Jaeill Kim Duhun Hwang Eunjung Lee Jangwon Suh Jimyeong Kim Wonjong Rhee 33 0 0 11 Jan 2024
Towards Improved Proxy-based Deep Metric Learning via Data-Augmented Domain Adaptation Li Ren Chen Chen Liqiang Wang Kien Hua 54 7 0 01 Jan 2024
Collapse-Aware Triplet Decoupling for Adversarially Robust Image Retrieval Qiwei Tian Chenhao Lin Zhengyu Zhao Qian Li Chao Shen 34 2 0 12 Dec 2023
Your Negative May not Be True Negative: Boosting Image-Text Matching with False Negative Elimination Haoxuan Li Yi Bin Junrong Liao Yang Yang Heng Tao Shen 45 30 0 08 Aug 2023
Conditional Cross Attention Network for Multi-Space Embedding without Entanglement in Only a SINGLE Network Chull Hwan Song Taebaek Hwang Jooyoung Yoon Shunghyun Choi Y. Gu 41 0 0 25 Jul 2023
A Reminder of its Brittleness: Language Reward Shaping May Hinder Learning for Instruction Following Agents Sukai Huang N. Lipovetzky Trevor Cohn 47 2 0 26 May 2023
Adaptive Sparse Pairwise Loss for Object Re-Identification Xiao Zhou Yujie Zhong Zhen Cheng Fan Liang Lin Ma 23 39 0 31 Mar 2023
Search By Image: Deeply Exploring Beneficial Features for Beauty Product Retrieval Mingqiang Wei Qian Sun H. Xie Dong Liang F. Wang 31 1 0 24 Mar 2023
Selectively Hard Negative Mining for Alleviating Gradient Vanishing in Image-Text Matching Zheng Li Caili Guo Xin Eric Wang Zerun Feng Zhongtian Du VLM 28 4 0 01 Mar 2023
Learning by Sorting: Self-supervised Learning with Group Ordering Constraints Nina Shvetsova Felix Petersen Anna Kukleva Bernt Schiele Hilde Kuehne SSL 49 13 0 05 Jan 2023
Triplet Losses-based Matrix Factorization for Robust Recommendations Flavio Giobergia 21 3 0 21 Oct 2022
TypoSwype: An Imaging Approach to Detect Typo-Squatting Joon Sern Lee Yamouna David 16 4 0 02 Sep 2022
GRIT-VLP: Grouped Mini-batch Sampling for Efficient Vision and Language Pre-training Jaeseok Byun Taebaek Hwang Jianlong Fu Taesup Moon VLM 23 11 0 08 Aug 2022
Block-SCL: Blocking Matters for Supervised Contrastive Learning in Product Matching Mario Almagro David Jiménez-Cabello Diego Ortego Emilio Almazán Eva Martínez 30 3 0 05 Jul 2022
Relevance-based Margin for Contrastively-trained Video Retrieval Models Alex Falcon Swathikiran Sudhakaran G. Serra Sergio Escalera Oswald Lanz 47 7 0 27 Apr 2022
OutfitTransformer: Learning Outfit Representations for Fashion Recommendation Rohan Sarkar Navaneeth Bodla Mariya I. Vasileva Yen-Liang Lin Anu Beniwal Alan Lu Gérard Medioni 32 35 0 11 Apr 2022
Learning video retrieval models with relevance-aware online mining Alex Falcon G. Serra Oswald Lanz AI4TS 27 7 0 16 Mar 2022
Dissecting the impact of different loss functions with gradient surgery Hong Xuan Robert Pless 28 1 0 27 Jan 2022
Robust Contrastive Learning Using Negative Samples with Diminished Semantics Songwei Ge Shlok Kumar Mishra Haohan Wang Chun-Liang Li David Jacobs SSL 27 71 0 27 Oct 2021
Structure-Aware Hard Negative Mining for Heterogeneous Graph Contrastive Learning Yanqiao Zhu Yichen Xu Hejie Cui Carl Yang Qiang Liu Shu Wu 24 9 0 31 Aug 2021
Cross-Task Generalization via Natural Language Crowdsourcing Instructions Swaroop Mishra Daniel Khashabi Chitta Baral Hannaneh Hajishirzi LRM 71 720 0 18 Apr 2021
Hard Negative Mixing for Contrastive Learning Yannis Kalantidis Mert Bulent Sariyildiz Noé Pion Philippe Weinzaepfel Diane Larlus SSL 60 631 0 02 Oct 2020