Learning Robust Global Representations by Penalizing Local Predictive Power

29 May 2019

Papers citing "Learning Robust Global Representations by Penalizing Local Predictive Power"

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Title
$Simple Semi-supervised Knowledge Distillation from Vision-Language Models via $\mathbf{\texttt{D}}$ual-$\mathbf{\texttt{H}}$ead $\mathbf{\texttt{O}}$ptimization$ Simple Semi-supervised Knowledge Distillation from Vision-Language Models via $\mathbf{\texttt{D}}$ ual- $\mathbf{\texttt{H}}$ ead $\mathbf{\texttt{O}}$ ptimization Seongjae Kang Dong Bok Lee Hyungjoon Jang Sung Ju Hwang VLM 57 0 0 12 May 2025
ORXE: Orchestrating Experts for Dynamically Configurable Efficiency Qingyuan Wang Guoxin Wang B. Cardiff Deepu John 38 0 0 07 May 2025
Enhancing Target-unspecific Tasks through a Features Matrix Fangming Cui Yonggang Zhang Xuan Wang Xinmei Tian Jun Yu AAML 45 0 0 06 May 2025
Focal-SAM: Focal Sharpness-Aware Minimization for Long-Tailed Classification Sicong Li Qianqian Xu Zhiyong Yang Zitai Wang L. Zhang Xiaochun Cao Q. Huang 67 0 0 03 May 2025
Diff-Prompt: Diffusion-Driven Prompt Generator with Mask Supervision Weicai Yan Wang Lin Zirun Guo Ye Wang Fangming Feng Xiaoda Yang Z. Wang Tao Jin DiffM 123 2 0 30 Apr 2025
FedMVP: Federated Multi-modal Visual Prompt Tuning for Vision-Language Models Mainak Singha Subhankar Roy Sarthak Mehrotra Ankit Jha Moloud Abdar Biplab Banerjee Elisa Ricci VLM VPVLM 119 0 0 29 Apr 2025
Perception Encoder: The best visual embeddings are not at the output of the network Daniel Bolya Po-Yao (Bernie) Huang Peize Sun Jang Hyun Cho Andrea Madotto ... Shiyu Dong Nikhila Ravi Daniel Li Piotr Dollár Christoph Feichtenhofer ObjD VOS 103 0 0 17 Apr 2025
TLAC: Two-stage LMM Augmented CLIP for Zero-Shot Classification Ans Munir Faisal Z. Qureshi M. H. Khan Mohsen Ali VLM 70 0 0 15 Mar 2025
MMRL: Multi-Modal Representation Learning for Vision-Language Models Yuncheng Guo Xiaodong Gu VLM OffRL 132 1 0 11 Mar 2025
Do ImageNet-trained models learn shortcuts? The impact of frequency shortcuts on generalization Shunxin Wang Raymond N. J. Veldhuis N. Strisciuglio VLM 71 0 0 05 Mar 2025
Generalizable Prompt Learning of CLIP: A Brief Overview Fangming Cui Yonggang Zhang Xuan Wang Xule Wang Liang Xiao VPVLM VLM 153 0 0 03 Mar 2025
OverLoCK: An Overview-first-Look-Closely-next ConvNet with Context-Mixing Dynamic Kernels Meng Lou Yizhou Yu 115 1 0 27 Feb 2025
CLIPure: Purification in Latent Space via CLIP for Adversarially Robust Zero-Shot Classification Mingkun Zhang Keping Bi Wei Chen J. Guo Xueqi Cheng BDL VLM 52 1 0 25 Feb 2025
Vision-LSTM: xLSTM as Generic Vision Backbone Benedikt Alkin M. Beck Korbinian Poppel Sepp Hochreiter Johannes Brandstetter VLM 61 43 0 24 Feb 2025
MIM-Refiner: A Contrastive Learning Boost from Intermediate Pre-Trained Representations Benedikt Alkin Lukas Miklautz Sepp Hochreiter Johannes Brandstetter VLM 71 8 0 24 Feb 2025
Noise is an Efficient Learner for Zero-Shot Vision-Language Models Raza Imam Asif Hanif Jian Zhang Khaled Waleed Dawoud Yova Kementchedjhieva Mohammad Yaqub VLM 55 0 0 09 Feb 2025
Hummingbird: High Fidelity Image Generation via Multimodal Context Alignment Minh-Quan Le Gaurav Mittal Tianjian Meng A S M Iftekhar Vishwas Suryanarayanan Barun Patra Dimitris Samaras Mei Chen DiffM 62 0 0 07 Feb 2025
LoR-VP: Low-Rank Visual Prompting for Efficient Vision Model Adaptation Can Jin Ying Li Mingyu Zhao Shiyu Zhao Z. Wang Xiaoxiao He Ligong Han Tong Che Dimitris N. Metaxas VPVLM VLM 120 1 0 02 Feb 2025
Vision-Language Model Selection and Reuse for Downstream Adaptation Hao-Zhe Tan Zhi-Hua Zhou Lan-Zhe Guo Yu-Feng Li VLM 91 0 0 30 Jan 2025
Technical report on label-informed logit redistribution for better domain generalization in low-shot classification with foundation models Behraj Khan T. Syed 131 1 0 29 Jan 2025
Fine Tuning without Catastrophic Forgetting via Selective Low Rank Adaptation Reza Akbarian Bafghi Carden Bagwell Avinash Ravichandran Ashish Shrivastava M. Raissi 48 0 0 28 Jan 2025
Self-supervised Benchmark Lottery on ImageNet: Do Marginal Improvements Translate to Improvements on Similar Datasets? Utku Ozbulak Esla Timothy Anzaku Solha Kang W. D. Neve J. Vankerschaver 50 0 0 28 Jan 2025
M-Tuning: Prompt Tuning with Mitigated Label Bias in Open-Set Scenarios Ning Liao Xiaopeng Zhang Minglu Cao Junchi Yan VPVLM VLM 63 0 0 31 Dec 2024
Defending Multimodal Backdoored Models by Repulsive Visual Prompt Tuning Zhifang Zhang Shuo He Bingquan Shen Lei Feng Lei Feng AAML 55 0 0 29 Dec 2024
CLIP-PING: Boosting Lightweight Vision-Language Models with Proximus Intrinsic Neighbors Guidance Chu Myaet Thwal Ye Lin Tun Minh N. H. Nguyen Eui-nam Huh Choong Seon Hong VLM 74 0 0 05 Dec 2024
Adversarial Prompt Distillation for Vision-Language Models Lin Luo Xin Wang Bojia Zi Shihao Zhao Xingjun Ma Yu-Gang Jiang AAML VLM 79 1 0 22 Nov 2024
Probabilistic Language-Image Pre-Training Sanghyuk Chun Wonjae Kim Song Park Sangdoo Yun MLLM VLM CLIP 123 4 2 24 Oct 2024
Calibrated Cache Model for Few-Shot Vision-Language Model Adaptation Kun Ding Qiang Yu Haojian Zhang Gaofeng Meng Shiming Xiang VLM 30 0 0 11 Oct 2024
Conjugated Semantic Pool Improves OOD Detection with Pre-trained Vision-Language Models Mengyuan Chen Junyu Gao Changsheng Xu VLM OODD 30 0 0 11 Oct 2024
GLOV: Guided Large Language Models as Implicit Optimizers for Vision Language Models Muhammad Jehanzeb Mirza Mengjie Zhao Zhuoyuan Mao Sivan Doveh Wei Lin ... Yuki Mitsufuji Horst Possegger Rogerio Feris Leonid Karlinsky James Glass VLM 84 1 0 08 Oct 2024
Unveiling AI's Blind Spots: An Oracle for In-Domain, Out-of-Domain, and Adversarial Errors Shuangpeng Han Mengmi Zhang 116 0 0 03 Oct 2024
SageAttention: Accurate 8-Bit Attention for Plug-and-play Inference Acceleration Jintao Zhang Jia wei Pengle Zhang Jun-Jie Zhu Jun Zhu Jianfei Chen VLM MQ 82 18 0 03 Oct 2024
PACE: Marrying generalization in PArameter-efficient fine-tuning with Consistency rEgularization Yao Ni Shan Zhang Piotr Koniusz 143 2 0 25 Sep 2024
Revisiting Prompt Pretraining of Vision-Language Models Zhenyuan Chen Lingfeng Yang Shuo Chen Zhaowei Chen Jiajun Liang Xiang Li MLLM VPVLM VLM 43 1 0 10 Sep 2024
Optimizing CLIP Models for Image Retrieval with Maintained Joint-Embedding Alignment Konstantin Schall Kai Uwe Barthel Nico Hezel Klaus Jung VLM 36 3 0 03 Sep 2024
Training-Free Sketch-Guided Diffusion with Latent Optimization Sandra Zhang Ding Jiafeng Mao Kiyoharu Aizawa DiffM 96 2 0 31 Aug 2024
MePT: Multi-Representation Guided Prompt Tuning for Vision-Language Model Xinyang Wang Yi Yang Minfeng Zhu Kecheng Zheng Shi Liu Wei Chen VPVLM MLLM VLM 47 1 0 19 Aug 2024
ComKD-CLIP: Comprehensive Knowledge Distillation for Contrastive Language-Image Pre-traning Model Yifan Chen Xiaozhen Qiao Zhe Sun Xuelong Li VLM 39 3 0 08 Aug 2024
Prompt-Driven Contrastive Learning for Transferable Adversarial Attacks Hunmin Yang Jongoh Jeong Kuk-Jin Yoon AAML VLM 60 4 0 30 Jul 2024
Advancing Prompt Learning through an External Layer Fangming Cui Xun Yang Chao Wu Liang Xiao Xinmei Tian VLM 38 1 0 29 Jul 2024
SegSTRONG-C: Segmenting Surgical Tools Robustly On Non-adversarial Generated Corruptions -- An EndoVis'24 Challenge Hao Ding Tuxun Lu Yuqian Zhang Ruixing Liang Hongchao Shu ... Bo Wang Marcos Fernández-Rodríguez Estevao Lima João L. Vilaça Mathias Unberath 60 4 0 16 Jul 2024
PartImageNet++ Dataset: Scaling up Part-based Models for Robust Recognition Xiao-Li Li Yining Liu Na Dong Sitian Qin Xiaolin Hu 36 3 0 15 Jul 2024
AWT: Transferring Vision-Language Models via Augmentation, Weighting, and Transportation Yuhan Zhu Yuyang Ji Zhiyu Zhao Gangshan Wu Limin Wang VLM 39 7 0 05 Jul 2024
SAFT: Towards Out-of-Distribution Generalization in Fine-Tuning Bac Nguyen Stefan Uhlich Fabien Cardinaux Lukas Mauch Marzieh Edraki Aaron Courville OODD CLL VLM 54 3 0 03 Jul 2024
GalLoP: Learning Global and Local Prompts for Vision-Language Models Marc Lafon Elias Ramzi Clément Rambour Nicolas Audebert Nicolas Thome VLM 39 8 0 01 Jul 2024
Improving robustness to corruptions with multiplicative weight perturbations Trung Trinh Markus Heinonen Luigi Acerbi Samuel Kaski 41 0 0 24 Jun 2024
What Does Softmax Probability Tell Us about Classifiers Ranking Across Diverse Test Conditions? Weijie Tu Weijian Deng Liang Zheng Tom Gedeon 40 0 0 14 Jun 2024
Data Measurements for Decentralized Data Markets Charles Lu Mohammad Mohammadi Amiri Ramesh Raskar FedML 40 5 0 06 Jun 2024
Feature contamination: Neural networks learn uncorrelated features and fail to generalize Tianren Zhang Chujie Zhao Guanyu Chen Yizhou Jiang Feng Chen OOD MLT OODD 77 3 0 05 Jun 2024
An Empirical Study into Clustering of Unseen Datasets with Self-Supervised Encoders Scott C. Lowe Joakim Bruslund Haurum Sageev Oore T. Moeslund Graham W. Taylor SSL 46 3 0 04 Jun 2024