Title
Self-Supervised Representation Learning for Adversarial Attack Detection Yi Li Plamen Angelov N. Suri SSL AAML 31 3 0 05 Jul 2024
Fully Fine-tuned CLIP Models are Efficient Few-Shot Learners Mushui Liu Bozheng Li Yunlong Yu VLM CLIP 21 2 0 04 Jul 2024
PECTP: Parameter-Efficient Cross-Task Prompts for Incremental Vision Transformer Qian Feng Hanbin Zhao Chao Zhang Jiahua Dong Henghui Ding Yu-Gang Jiang Hui Qian VLM 37 3 0 04 Jul 2024
Improving Zero-shot Generalization of Learned Prompts via Unsupervised Knowledge Distillation Marco Mistretta Alberto Baldrati Marco Bertini Andrew D. Bagdanov VPVLM VLM 35 6 0 03 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 52 3 0 03 Jul 2024
Knowledge Composition using Task Vectors with Learned Anisotropic Scaling Frederic Z. Zhang Paul Albert Cristian Rodriguez-Opazo Anton van den Hengel Ehsan Abbasnejad MoMe 47 7 0 03 Jul 2024
Conceptual Codebook Learning for Vision-Language Models Yi Zhang Ke Yu Siqi Wu Zhihai He VLM 45 2 0 02 Jul 2024
FastCLIP: A Suite of Optimization Techniques to Accelerate CLIP Training with Limited Resources Xiyuan Wei Fanjiang Ye Ori Yonay Xingyu Chen Baixi Sun Dingwen Tao Tianbao Yang VLM CLIP 46 2 0 01 Jul 2024
GalLoP: Learning Global and Local Prompts for Vision-Language Models Marc Lafon Elias Ramzi Clément Rambour Nicolas Audebert Nicolas Thome VLM 31 8 0 01 Jul 2024
Learning Visual Conditioning Tokens to Correct Domain Shift for Fully Test-time Adaptation Yushun Tang Shuoshuo Chen Zhehan Kan Yi Zhang Qinghai Guo Zhihai He 43 2 0 27 Jun 2024
Minimal Interaction Edge Tuning: A New Paradigm for Visual Adaptation Ningyuan Tang Minghao Fu Jianxin Wu VLM 39 0 0 25 Jun 2024
MM-SpuBench: Towards Better Understanding of Spurious Biases in Multimodal LLMs Wenqian Ye Guangtao Zheng Yunsheng Ma Xu Cao Bolin Lai James M. Rehg Aidong Zhang 37 10 0 24 Jun 2024
Review of Zero-Shot and Few-Shot AI Algorithms in The Medical Domain Maged Badawi Mohammedyahia Abushanab Sheethal Bhat Andreas K. Maier VLM 39 2 0 23 Jun 2024
Combine and Conquer: A Meta-Analysis on Data Shift and Out-of-Distribution Detection Eduardo Dadalto F. Alberge Pierre Duhamel Pablo Piantanida OODD 43 0 0 23 Jun 2024
AI-based Anomaly Detection for Clinical-Grade Histopathological Diagnostics Jonas Dippel Niklas Prenißl Julius Hense Philipp Liznerski Tobias Winterhoff ... David Horst Maximilian Alber Lukas Ruff Klaus-Robert Müller Frederick Klauschen 30 4 0 21 Jun 2024
Flat Posterior Does Matter For Bayesian Model Averaging Sungjun Lim Jeyoon Yeom Sooyon Kim Hoyoon Byun Jinho Kang Yohan Jung Jiyoung Jung Kyungwoo Song AAML BDL 48 0 0 21 Jun 2024
African or European Swallow? Benchmarking Large Vision-Language Models for Fine-Grained Object Classification Gregor Geigle Radu Timofte Goran Glavas 29 10 0 20 Jun 2024
Unveiling the Hidden Structure of Self-Attention via Kernel Principal Component Analysis R. Teo Tan M. Nguyen 43 4 0 19 Jun 2024
IntCoOp: Interpretability-Aware Vision-Language Prompt Tuning Soumya Suvra Ghosal Samyadeep Basu S. Feizi Dinesh Manocha VLM 33 2 0 19 Jun 2024
Benchmarking Multi-Image Understanding in Vision and Language Models: Perception, Knowledge, Reasoning, and Multi-Hop Reasoning Bingchen Zhao Yongshuo Zong Letian Zhang Timothy Hospedales VLM 28 15 0 18 Jun 2024
Mixing Natural and Synthetic Images for Robust Self-Supervised Representations Reza Akbarian Bafghi Nidhin Harilal C. Monteleoni M. Raissi DiffM 33 0 0 18 Jun 2024
Is Your HD Map Constructor Reliable under Sensor Corruptions? Xiaoshuai Hao Mengchuan Wei Yifan Yang Haimei Zhao Hui Zhang Yi Zhou Qiang Wang Weiming Li Lingdong Kong Jing Zhang 3DV 47 8 0 18 Jun 2024
BaFTA: Backprop-Free Test-Time Adaptation For Zero-Shot Vision-Language Models Xuefeng Hu Ke Zhang Min Sun Albert Y. C. Chen Cheng-Hao Kuo Ram Nevatia VLM 22 2 0 17 Jun 2024
Uncertainty modeling for fine-tuned implicit functions A. Susmelj Mael Macuglia Nataša Tagasovska Reto Sutter Sebastiano Caprara Jean-Philippe Thiran E. Konukoglu 64 1 0 17 Jun 2024
What Does Softmax Probability Tell Us about Classifiers Ranking Across Diverse Test Conditions? Weijie Tu Weijian Deng Liang Zheng Tom Gedeon 32 0 0 14 Jun 2024
Rethinking the Evaluation of Out-of-Distribution Detection: A Sorites Paradox Xingming Long Jie Zhang Shiguang Shan Xilin Chen OODD 37 1 0 14 Jun 2024
How Does Distribution Matching Help Domain Generalization: An Information-theoretic Analysis Yuxin Dong Tieliang Gong Hong Chen Shuangyong Song Weizhan Zhang Chen Li OOD 39 0 0 14 Jun 2024
Reflecting on the State of Rehearsal-free Continual Learning with Pretrained Models Lukas Thede Karsten Roth Olivier J. Hénaff Matthias Bethge Zeynep Akata CLL 36 5 0 13 Jun 2024
Assessing Model Generalization in Vicinity Yuchi Liu Yifan Sun Jingdong Wang Liang Zheng AAML 28 0 0 13 Jun 2024
AdaNCA: Neural Cellular Automata As Adaptors For More Robust Vision Transformer Yitao Xu Tong Zhang Sabine Süsstrunk ViT 42 0 0 12 Jun 2024
Autoregressive Pretraining with Mamba in Vision Sucheng Ren Xianhang Li Haoqin Tu Feng Wang Fangxun Shu ... L. Yang Peng Wang Heng Wang Alan Yuille Cihang Xie Mamba 68 9 0 11 Jun 2024
A Framework for Efficient Model Evaluation through Stratification, Sampling, and Estimation Riccardo Fogliato Pratik Patil Mathew Monfort Pietro Perona 22 1 0 11 Jun 2024
Forget Sharpness: Perturbed Forgetting of Model Biases Within SAM Dynamics Ankit Vani Frederick Tung Gabriel L. Oliveira Hossein Sharifi-Noghabi AAML 31 0 0 10 Jun 2024
Data Measurements for Decentralized Data Markets Charles Lu Mohammad Mohammadi Amiri Ramesh Raskar FedML 40 5 0 06 Jun 2024
Interpreting the Second-Order Effects of Neurons in CLIP Yossi Gandelsman Alexei A. Efros Jacob Steinhardt MILM 54 16 0 06 Jun 2024
Visual-Text Cross Alignment: Refining the Similarity Score in Vision-Language Models Jinhao Li Haopeng Li S. Erfani Lei Feng James Bailey Feng Liu VLM 29 3 0 05 Jun 2024
Rethinking Guidance Information to Utilize Unlabeled Samples:A Label Encoding Perspective Yulong Zhang Yuan Yao Shuhao Chen Pengrong Jin Yu Zhang Jian Jin Jiangang Lu 33 1 0 05 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 71 3 0 05 Jun 2024
Enhancing 2D Representation Learning with a 3D Prior Mehmet Aygun Prithviraj Dhar Zhicheng Yan Oisin Mac Aodha Rakesh Ranjan SSL 51 1 0 04 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
Harnessing Neural Unit Dynamics for Effective and Scalable Class-Incremental Learning Depeng Li Tianqi Wang Junwei Chen Wei Dai Zhigang Zeng CLL 33 1 0 04 Jun 2024
Boosting Vision-Language Models with Transduction Maxime Zanella Benoît Gérin Ismail Ben Ayed VLM 42 5 0 03 Jun 2024
Sensitivity-Informed Augmentation for Robust Segmentation L. Zheng Wenjie Wei Tony Wu Jacob Clements Shreelekha Revankar Andre Harrison Yu Shen Ming-Chyuan Lin AAML 35 0 0 03 Jun 2024
Adapting Conformal Prediction to Distribution Shifts Without Labels Kevin Kasa Zhiyu Zhang Heng Yang Graham W. Taylor 30 1 0 03 Jun 2024
Robust Classification by Coupling Data Mollification with Label Smoothing Markus Heinonen Ba-Hien Tran Michael Kampffmeyer Maurizio Filippone 65 0 0 03 Jun 2024
On the Use of Anchoring for Training Vision Models V. Narayanaswamy Kowshik Thopalli Rushil Anirudh Yamen Mubarka W. Sakla Jayaraman J. Thiagarajan 37 0 0 01 Jun 2024
Effectiveness of Vision Language Models for Open-world Single Image Test Time Adaptation Manogna Sreenivas Soma Biswas VLM 43 0 0 01 Jun 2024
Is Synthetic Data all We Need? Benchmarking the Robustness of Models Trained with Synthetic Images Krishnakant Singh Thanush Navaratnam Jannik Holmer Simone Schaub-Meyer Stefan Roth DiffM 44 18 0 30 May 2024
CLIPLoss and Norm-Based Data Selection Methods for Multimodal Contrastive Learning Yiping Wang Yifang Chen Wendan Yan Alex Fang Wenjing Zhou Kevin G. Jamieson S. Du 32 7 0 29 May 2024
AI Risk Management Should Incorporate Both Safety and Security Xiangyu Qi Yangsibo Huang Yi Zeng Edoardo Debenedetti Jonas Geiping ... Chaowei Xiao Bo-wen Li Dawn Song Peter Henderson Prateek Mittal AAML 43 10 0 29 May 2024