VL-LTR: Learning Class-wise Visual-Linguistic Representation for Long-Tailed Visual Recognition

26 November 2021

Yu Qiao

Papers citing "VL-LTR: Learning Class-wise Visual-Linguistic Representation for Long-Tailed Visual Recognition"

50 / 52 papers shown

Title
Empowering Vision Transformers with Multi-Scale Causal Intervention for Long-Tailed Image Classification Xiaoshuo Yan Z. Li Lei Meng Zhuang Qi Wei Wu Zixuan Li X. Meng CML BDL 28 0 0 13 May 2025
ULFine: Unbiased Lightweight Fine-tuning for Foundation-Model-Assisted Long-Tailed Semi-Supervised Learning Enhao Zhang Chaohua Li Chuanxing Geng Songcan Chen 52 0 0 08 May 2025
LIFT+: Lightweight Fine-Tuning for Long-Tail Learning Jiang-Xin Shi Tong Wei Yu-Feng Li 25 0 0 17 Apr 2025
Memory-Modular Classification: Learning to Generalize with Memory Replacement Dahyun Kang Ahmet Iscen Eunchan Jo Sua Choi Minsu Cho Cordelia Schmid VLM KELM OffRL 22 0 0 08 Apr 2025
Rethinking the Bias of Foundation Model under Long-tailed Distribution Jiahao Chen Bin Qin Jiangmeng Li Hao Chen Bing-Huang Su 77 0 0 27 Jan 2025
Improving Visual Prompt Tuning by Gaussian Neighborhood Minimization for Long-Tailed Visual Recognition Mengke Li Y. Liu Yang Lu Yiqun Zhang Yiu-ming Cheung Hui Huang VLM 26 1 0 28 Oct 2024
Granularity Matters in Long-Tail Learning Shizhen Zhao Xin Wen J. Liu Chuofan Ma C. Yuan Xiaojuan Qi 19 0 0 21 Oct 2024
Multiplicative Logit Adjustment Approximates Neural-Collapse-Aware Decision Boundary Adjustment Naoya Hasegawa Issei Sato 34 0 0 26 Sep 2024
VLMine: Long-Tail Data Mining with Vision Language Models Mao Ye Gregory P. Meyer Zaiwei Zhang Dennis Park Siva Karthik Mustikovela Yuning Chai Eric M. Wolff VLM 15 1 0 23 Sep 2024
LPT++: Efficient Training on Mixture of Long-tailed Experts Bowen Dong Pan Zhou W. Zuo VLM 34 0 0 17 Sep 2024
Text-Guided Mixup Towards Long-Tailed Image Categorization Richard Franklin Jiawei Yao Deyang Zhong Qi Qian Juhua Hu VLM 24 0 0 05 Sep 2024
VLM-KD: Knowledge Distillation from VLM for Long-Tail Visual Recognition Zaiwei Zhang Gregory P. Meyer Zhichao Lu Ashish Shrivastava Avinash Ravichandran Eric M. Wolff VLM 31 2 0 29 Aug 2024
Category-Prompt Refined Feature Learning for Long-Tailed Multi-Label Image Classification Jiexuan Yan Sheng Huang Nankun Mu Luwen Huangfu Bo Liu VLM 17 0 0 15 Aug 2024
In Defense of Lazy Visual Grounding for Open-Vocabulary Semantic Segmentation Dahyun Kang Minsu Cho ObjD VLM 27 9 0 09 Aug 2024
A Systematic Review on Long-Tailed Learning Chongsheng Zhang G. Almpanidis Gaojuan Fan Binquan Deng Yanbo Zhang Ji Liu Aouaidjia Kamel Paolo Soda Joao Gama 25 6 0 01 Aug 2024
WIDIn: Wording Image for Domain-Invariant Representation in Single-Source Domain Generalization Jiawei Ma Yulei Niu Shiyuan Huang G. Han Shih-Fu Chang VLM 27 1 0 28 May 2024
Large Language Model Informed Patent Image Retrieval Hao-Cheng Lo Jung-Mei Chu Jieh Hsiang Chun-Chieh Cho VLM 17 2 0 30 Apr 2024
IMWA: Iterative Model Weight Averaging Benefits Class-Imbalanced Learning Tasks Zitong Huang Ze Chen Bowen Dong Chaoqi Liang Erjin Zhou Wangmeng Zuo MoMe CLL 44 3 0 25 Apr 2024
DeiT-LT Distillation Strikes Back for Vision Transformer Training on Long-Tailed Datasets Harsh Rangwani Pradipto Mondal Mayank Mishra Ashish Ramayee Asokan R. V. Babu 21 8 0 03 Apr 2024
Probabilistic Contrastive Learning for Long-Tailed Visual Recognition Chaoqun Du Yulin Wang Shiji Song Gao Huang 28 23 0 11 Mar 2024
LTGC: Long-tail Recognition via Leveraging LLMs-driven Generated Content QiHao Zhao Yalun Dai Hao Li Wei Hu Fan Zhang Jun Liu 27 15 0 09 Mar 2024
Improved Zero-Shot Classification by Adapting VLMs with Text Descriptions Oindrila Saha Grant Van Horn Subhransu Maji VLM 29 20 0 04 Jan 2024
Factorization Vision Transformer: Modeling Long Range Dependency with Local Window Cost Haolin Qin Daquan Zhou Tingfa Xu Ziyang Bian Jianan Li 21 9 0 14 Dec 2023
GeNIe: Generative Hard Negative Images Through Diffusion Soroush Abbasi Koohpayegani Anuj Singh K. Navaneet Hadi Jamali Rad Hamed Pirsiavash VLM DiffM 21 4 0 05 Dec 2023
SCoRe: Submodular Combinatorial Representation Learning Anay Majee Suraj Kothawade Krishnateja Killamsetty Rishabh K. Iyer 11 1 0 29 Sep 2023
Feedback-guided Data Synthesis for Imbalanced Classification Reyhane Askari Hemmat Mohammad Pezeshki Florian Bordes M. Drozdzal Adriana Romero Soriano SyDa 8 10 0 29 Sep 2023
Long-Tail Learning with Foundation Model: Heavy Fine-Tuning Hurts Jiang-Xin Shi Tong Wei Zhi-Hua Zhou Jiejing Shao Xin-Yan Han Yu-Feng Li 19 26 0 18 Sep 2023
Uniformly Distributed Category Prototype-Guided Vision-Language Framework for Long-Tail Recognition Siming Fu Xiaoxuan He Xinpeng Ding Yuchen Cao Hualiang Wang VLM 18 6 0 24 Aug 2023
DiffDis: Empowering Generative Diffusion Model with Cross-Modal Discrimination Capability Runhu Huang Jianhua Han Guansong Lu Xiaodan Liang Yihan Zeng Wei Zhang Hang Xu DiffM 13 2 0 18 Aug 2023
TextManiA: Enriching Visual Feature by Text-driven Manifold Augmentation Moon Ye-Bin Jisoo Kim Hong-Kyu Kim Kilho Son Tae-Hyun Oh 15 8 0 27 Jul 2023
Distilling Large Vision-Language Model with Out-of-Distribution Generalizability Xuanlin Li Yunhao Fang Minghua Liu Z. Ling Z. Tu Haoran Su VLM 28 21 0 06 Jul 2023
Set Learning for Accurate and Calibrated Models Lukas Muttenthaler Robert A. Vandermeulen Qiuyi Zhang Thomas Unterthiner Klaus-Robert Muller 21 2 0 05 Jul 2023
Norm-guided latent space exploration for text-to-image generation Dvir Samuel Rami Ben-Ari N. Darshan Haggai Maron Gal Chechik DiffM 21 24 0 14 Jun 2023
Fill-Up: Balancing Long-Tailed Data with Generative Models Joonghyuk Shin Minguk Kang Jaesik Park 11 29 0 12 Jun 2023
Exploring Weight Balancing on Long-Tailed Recognition Problem Naoya Hasegawa Issei Sato 19 6 0 26 May 2023
LMPT: Prompt Tuning with Class-Specific Embedding Loss for Long-tailed Multi-Label Visual Recognition Peng Xia Di Xu Ming Hu Lie Ju Zongyuan Ge VLM 8 10 0 08 May 2023
Long-Tailed Recognition by Mutual Information Maximization between Latent Features and Ground-Truth Labels Min-Kook Suh Seung-Woo Seo SSL 8 14 0 02 May 2023
Generating images of rare concepts using pre-trained diffusion models Dvir Samuel Rami Ben-Ari Simon Raviv N. Darshan Gal Chechik 126 38 0 27 Apr 2023
Improving Image Recognition by Retrieving from Web-Scale Image-Text Data Ahmet Iscen Alireza Fathi Cordelia Schmid VLM 3DV 15 25 0 11 Apr 2023
Propheter: Prophetic Teacher Guided Long-Tailed Distribution Learning Wenxiang Xu Lin Chen Linyun Zhou Jie Lei Lechao Cheng Zunlei Feng Min-Gyoo Song 21 1 0 09 Apr 2023
Exploring Vision-Language Models for Imbalanced Learning Yidong Wang Zhuohao Yu Jindong Wang Qiang Heng Haoxing Chen Wei Ye Rui Xie Xingxu Xie Shi-Bo Zhang VLM 16 30 0 04 Apr 2023
Cap2Aug: Caption guided Image to Image data Augmentation Aniket Roy Anshul B. Shah Ketul Shah Anirban Roy Rama Chellappa DiffM 17 0 0 11 Dec 2022
VLG: General Video Recognition with Web Textual Knowledge Jintao Lin Zhaoyang Liu Wenhai Wang Wayne Wu Limin Wang 37 0 0 03 Dec 2022
Leveraging Angular Information Between Feature and Classifier for Long-tailed Learning: A Prediction Reformulation Approach Haoxu Wang Junchi Yan 19 1 0 03 Dec 2022
Expanding Small-Scale Datasets with Guided Imagination Yifan Zhang Daquan Zhou Bryan Hooi Kaixin Wang Jiashi Feng 33 45 0 25 Nov 2022
Towards All-in-one Pre-training via Maximizing Multi-modal Mutual Information Weijie Su Xizhou Zhu Chenxin Tao Lewei Lu Bin Li Gao Huang Yu Qiao Xiaogang Wang Jie Zhou Jifeng Dai 26 41 0 17 Nov 2022
LPT: Long-tailed Prompt Tuning for Image Classification Bowen Dong Pan Zhou Shuicheng Yan W. Zuo VPVLM VLM 41 52 0 03 Oct 2022
K-LITE: Learning Transferable Visual Models with External Knowledge Sheng Shen Chunyuan Li Xiaowei Hu Jianwei Yang Yujia Xie ... Ce Liu Kurt Keutzer Trevor Darrell Anna Rohrbach Jianfeng Gao CLIP VLM 20 83 0 20 Apr 2022
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 293 3,683 0 11 Feb 2021
Equalization Loss for Long-Tailed Object Recognition Jingru Tan Changbao Wang Buyu Li Quanquan Li Wanli Ouyang Changqing Yin Junjie Yan 237 455 0 11 Mar 2020