Title
Can We Break Free from Strong Data Augmentations in Self-Supervised Learning? Shruthi Gowda Elahe Arani Bahram Zonooz 36 1 0 15 Apr 2024
RankCLIP: Ranking-Consistent Language-Image Pretraining Yiming Zhang Zhuokai Zhao Zhaorun Chen Zhili Feng Zenghui Ding Yining Sun SSL VLM 51 7 0 15 Apr 2024
Counteracting Concept Drift by Learning with Future Malware Predictions B. Bosanský Lada Hospodkova Michal Najman M. Rigaki E. Babayeva Viliam Lisý AAML 30 1 0 14 Apr 2024
DetCLIPv3: Towards Versatile Generative Open-vocabulary Object Detection Lewei Yao Renjie Pi Jianhua Han Xiaodan Liang Hang Xu Wei Zhang Zhenguo Li Dan Xu VLM ObjD 53 20 0 14 Apr 2024
AMU-Tuning: Effective Logit Bias for CLIP-based Few-shot Learning Yuwei Tang Zhenyi Lin Qilong Wang Pengfei Zhu Qinghua Hu 36 11 0 13 Apr 2024
Scaling (Down) CLIP: A Comprehensive Analysis of Data, Architecture, and Training Strategies Zichao Li Cihang Xie E. D. Cubuk CLIP 34 9 0 12 Apr 2024
DGMamba: Domain Generalization via Generalized State Space Model Shaocong Long Qianyu Zhou Hefei Ling Xuequan Lu Chenhao Ying Yuan Luo Lizhuang Ma Shuicheng Yan 51 9 0 11 Apr 2024
PromptSync: Bridging Domain Gaps in Vision-Language Models through Class-Aware Prototype Alignment and Discrimination Anant Khandelwal VLM 23 1 0 11 Apr 2024
Scaling Laws for Data Filtering -- Data Curation cannot be Compute Agnostic Sachin Goyal Pratyush Maini Zachary Chase Lipton Aditi Raghunathan J. Zico Kolter 56 43 0 10 Apr 2024
Identification of Fine-grained Systematic Errors via Controlled Scene Generation Valentyn Boreiko Matthias Hein J. H. Metzen 35 1 0 10 Apr 2024
Tuning-Free Adaptive Style Incorporation for Structure-Consistent Text-Driven Style Transfer Yanqi Ge Jiaqi Liu Qingnan Fan Xi Jiang Ye Huang Shuai Qin Hong Gu Wen Li Lixin Duan DiffM 49 1 0 10 Apr 2024
Anchor-based Robust Finetuning of Vision-Language Models Jinwei Han Zhiwen Lin Zhongyi Sun Yingguo Gao Ke Yan Shouhong Ding Yuan Gao Gui-Song Xia VLM 71 6 0 09 Apr 2024
Out-of-Distribution Data: An Acquaintance of Adversarial Examples -- A Survey Naveen Karunanayake Ravin Gunawardena Suranga Seneviratne Sanjay Chawla OOD 51 5 0 08 Apr 2024
Adapting to Covariate Shift in Real-time by Encoding Trees with Motion Equations Tham Yik Foong Heng Zhang Mao Po Yuan Danilo Vasconcellos Vargas OOD 29 0 0 08 Apr 2024
Vision Transformers in Domain Adaptation and Generalization: A Study of Robustness Shadi Alijani Jamil Fayyad H. Najjaran OOD 35 10 0 05 Apr 2024
SP $^2$ OT: Semantic-Regularized Progressive Partial Optimal Transport for Imbalanced Clustering Chuyu Zhang Hui Ren Xuming He OT 37 0 0 04 Apr 2024
ViTamin: Designing Scalable Vision Models in the Vision-Language Era Jienneg Chen Qihang Yu Xiaohui Shen Alan Yuille Liang-Chieh Chen 3DV VLM 47 25 0 02 Apr 2024
ImageNot: A contrast with ImageNet preserves model rankings Olawale Salaudeen Moritz Hardt VLM 34 6 0 02 Apr 2024
Test-Time Model Adaptation with Only Forward Passes Shuaicheng Niu Chunyan Miao Guohao Chen Pengcheng Wu Peilin Zhao TTA 48 19 0 02 Apr 2024
Can Biases in ImageNet Models Explain Generalization? Paul Gavrikov J. Keuper OOD VLM 34 12 0 01 Apr 2024
Open-Vocabulary Object Detectors: Robustness Challenges under Distribution Shifts Prakash Chandra Chhipa Kanjar De Meenakshi Subhash Chippa Rajkumar Saini Marcus Liwicki ObjD VLM 41 1 0 01 Apr 2024
Machine Learning Robustness: A Primer Houssem Ben Braiek Foutse Khomh AAML OOD 39 6 0 01 Apr 2024
Lipsum-FT: Robust Fine-Tuning of Zero-Shot Models Using Random Text Guidance G. Nam Byeongho Heo Juho Lee VLM 42 6 0 01 Apr 2024
Prompt Learning via Meta-Regularization Jinyoung Park Juyeon Ko Hyunwoo J. Kim VLM VPVLM 50 14 0 01 Apr 2024
Weak Distribution Detectors Lead to Stronger Generalizability of Vision-Language Prompt Tuning Kun Ding Haojian Zhang Qiang Yu Ying Wang Shiming Xiang Chunhong Pan OODD VLM 34 4 0 31 Mar 2024
Bayesian Exploration of Pre-trained Models for Low-shot Image Classification Yibo Miao Yu Lei Feng Zhou Zhijie Deng VLM UQCV BDL 46 2 0 30 Mar 2024
InfLoRA: Interference-Free Low-Rank Adaptation for Continual Learning Yan-Shuo Liang Wu-Jun Li CLL 42 41 0 30 Mar 2024
GDA: Generalized Diffusion for Robust Test-time Adaptation Yun-Yun Tsai Fu-Chen Chen Albert Y. C. Chen Junfeng Yang Che-Chun Su Min Sun Cheng-Hao Kuo TTA AAML VLM OOD 49 6 0 29 Mar 2024
Convolutional Prompting meets Language Models for Continual Learning Anurag Roy Riddhiman Moulick Vinay Kumar Verma Saptarshi Ghosh Abir Das VLM CLL LRM 45 13 0 29 Mar 2024
Benchmarking the Robustness of Temporal Action Detection Models Against Temporal Corruptions Runhao Zeng Xiaoyong Chen Jiaming Liang Huisi Wu Guangzhong Cao Yong Guo AAML 39 4 0 29 Mar 2024
Negative Label Guided OOD Detection with Pretrained Vision-Language Models Xue Jiang Feng Liu Zhengfeng Fang Hong Chen Tongliang Liu Feng Zheng Bo Han VLM 58 29 0 29 Mar 2024
MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions Kai Zhang Yi Luan Hexiang Hu Kenton Lee Siyuan Qiao Wenhu Chen Yu-Chuan Su Ming-Wei Chang VLM LRM 39 34 0 28 Mar 2024
DenseNets Reloaded: Paradigm Shift Beyond ResNets and ViTs Donghyun Kim Byeongho Heo Dongyoon Han 50 14 0 28 Mar 2024
Model Stock: All we need is just a few fine-tuned models Dong-Hwan Jang Sangdoo Yun Dongyoon Han OODD MoMe 34 38 0 28 Mar 2024
CLAP4CLIP: Continual Learning with Probabilistic Finetuning for Vision-Language Models Saurav Jha Dong Gong Lina Yao CLIP VLM 33 8 0 28 Mar 2024
ImageNet-D: Benchmarking Neural Network Robustness on Diffusion Synthetic Object Chenshuang Zhang Fei Pan Junmo Kim In So Kweon Chengzhi Mao 57 9 1 27 Mar 2024
Generative Multi-modal Models are Good Class-Incremental Learners Xusheng Cao Haori Lu Linlan Huang Xialei Liu Ming-Ming Cheng CLL 49 10 0 27 Mar 2024
BAM: Box Abstraction Monitors for Real-time OoD Detection in Object Detection Changshun Wu Weicheng He Chih-Hong Cheng Xiaowei Huang Saddek Bensalem 41 1 0 27 Mar 2024
Efficient Test-Time Adaptation of Vision-Language Models Adilbek Karmanov Dayan Guan Shijian Lu Abdulmotaleb El Saddik Eric Xing TTA VLM 19 41 0 27 Mar 2024
Self-Expansion of Pre-trained Models with Mixture of Adapters for Continual Learning Huiyi Wang Haodong Lu Lina Yao Dong Gong KELM CLL 48 9 0 27 Mar 2024
Recommendation of data-free class-incremental learning algorithms by simulating future data Eva Feillet Adrian Daniel Popescu C´eline Hudelot 54 0 0 26 Mar 2024
Dual Memory Networks: A Versatile Adaptation Approach for Vision-Language Models Yabin Zhang Wen-Qing Zhu Hui Tang Zhiyuan Ma Kaiyang Zhou Lei Zhang VLM 31 22 0 26 Mar 2024
Test-time Adaptation Meets Image Enhancement: Improving Accuracy via Uncertainty-aware Logit Switching Shohei Enomoto Naoya Hasegawa Kazuki Adachi Taku Sasaki Shin'ya Yamaguchi Satoshi Suzuki Takeharu Eda OOD UQCV 42 2 0 26 Mar 2024
DeepKnowledge: Generalisation-Driven Deep Learning Testing S. Missaoui Simos Gerasimou Nikolaos Matragkas 43 1 0 25 Mar 2024
Knowledge-Enhanced Dual-stream Zero-shot Composed Image Retrieval Yuchen Suo Fan Ma Linchao Zhu Yi Yang 40 19 0 24 Mar 2024
Predicate Debiasing in Vision-Language Models Integration for Scene Graph Generation Enhancement Yuxuan Wang Xiaoyuan Liu VLM 57 0 0 24 Mar 2024
G-ACIL: Analytic Learning for Exemplar-Free Generalized Class Incremental Learning Huiping Zhuang Yizhu Chen Di Fang Run He Kai Tong Hongxin Wei Ziqian Zeng Cen Chen CLL 45 5 0 23 Mar 2024
Hyperbolic Metric Learning for Visual Outlier Detection Alvaro Gonzalez-Jimenez Simone Lionetti Dena Bazazian Philippe Gottfrois Fabian Gröger Marc Pouly Alexander A. Navarini 59 1 0 22 Mar 2024
Controlled Training Data Generation with Diffusion Models Teresa Yeo Andrei Atanov Harold Benoit Aleksandr Alekseev Ruchira Ray Pooya Esmaeil Akhoondi Amir Zamir 49 4 0 22 Mar 2024
FFT-based Selection and Optimization of Statistics for Robust Recognition of Severely Corrupted Images Elena Camuffo Umberto Michieli J. Moon Daehyun Kim Mete Ozay 44 2 0 21 Mar 2024