Title
DreamDistribution: Learning Prompt Distribution for Diverse In-distribution Generation Brian Nlong Zhao Yuhang Xiao Lyne Tchapmi Xinyang Jiang Yifan Yang Dongsheng Li Laurent Itti Vibhav Vineet Yunhao Ge VLM 115 7 0 21 Dec 2023
A Closer Look at the Few-Shot Adaptation of Large Vision-Language Models Julio Silva-Rodríguez Sina Hajimiri Ismail Ben Ayed Jose Dolz VLM 26 28 0 20 Dec 2023
Layerwise complexity-matched learning yields an improved model of cortical area V2 Nikhil Parthasarathy Olivier J. Hénaff Eero P. Simoncelli 40 1 0 18 Dec 2023
The Pros and Cons of Adversarial Robustness Yacine Izza Sasha Rubin AAML 35 1 0 18 Dec 2023
Robustness of Deep Learning for Accelerated MRI: Benefits of Diverse Training Data Kang Lin Reinhard Heckel OOD 40 6 0 16 Dec 2023
Gradient-based Parameter Selection for Efficient Fine-Tuning Zhi Zhang Qizhe Zhang Zijun Gao Renrui Zhang Ekaterina Shutova Shiji Zhou Shanghang Zhang 38 15 0 15 Dec 2023
SeiT++: Masked Token Modeling Improves Storage-efficient Training Min-Seob Lee Song Park Byeongho Heo Dongyoon Han Hyunjung Shim MQ VLM 26 1 0 15 Dec 2023
Reliability in Semantic Segmentation: Can We Use Synthetic Data? Thibaut Loiseau Tuan-Hung Vu Mickaël Chen Patrick Pérez Matthieu Cord UQCV 41 12 0 14 Dec 2023
Weighted Ensemble Models Are Strong Continual Learners Imad Eddine Marouf Subhankar Roy Enzo Tartaglione Stéphane Lathuilière CLL 57 17 0 14 Dec 2023
Clockwork Diffusion: Efficient Generation With Model-Step Distillation A. Habibian Amir Ghodrati Noor Fathima Guillaume Sautière Risheek Garrepalli Fatih Porikli Jens Petersen 40 7 0 13 Dec 2023
Read Between the Layers: Leveraging Multi-Layer Representations for Rehearsal-Free Continual Learning with Pre-Trained Models Kyra Ahrens Hans Hergen Lehmann Jae Hee Lee Stefan Wermter CLL 37 7 0 13 Dec 2023
Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models Yubin Wang Xinyang Jiang De Cheng Dongsheng Li Cairong Zhao VLM 42 15 0 11 Dec 2023
The Counterattack of CNNs in Self-Supervised Learning: Larger Kernel Size might be All You Need Tianjin Huang Tianlong Chen Zhangyang Wang Shiwei Liu 39 1 0 09 Dec 2023
Identifying and Mitigating Model Failures through Few-shot CLIP-aided Diffusion Generation Atoosa Malemir Chegini S. Feizi VLM 40 4 0 09 Dec 2023
GlitchBench: Can large multimodal models detect video game glitches? Mohammad Reza Taesiri Tianjun Feng Anh Totti Nguyen Cor-Paul Bezemer MLLM VLM LRM 48 10 0 08 Dec 2023
Scaling Laws of Synthetic Images for Model Training ... for Now Lijie Fan Kaifeng Chen Dilip Krishnan Dina Katabi Phillip Isola Yonglong Tian CLIP VLM 49 64 0 07 Dec 2023
SYNC-CLIP: Synthetic Data Make CLIP Generalize Better in Data-Limited Scenarios Mushui Liu Weijie He Ziqian Lu Yunlong Yu VLM 30 1 0 06 Dec 2023
Describing Differences in Image Sets with Natural Language Lisa Dunlap Yuhui Zhang Xiaohan Wang Ruiqi Zhong Trevor Darrell Jacob Steinhardt Joseph E. Gonzalez Serena Yeung-Levy CoGe VLM 37 30 0 05 Dec 2023
Rejuvenating image-GPT as Strong Visual Representation Learners Sucheng Ren Zeyu Wang Hongru Zhu Junfei Xiao Alan Yuille Cihang Xie VLM 59 7 0 04 Dec 2023
Diversify, Don't Fine-Tune: Scaling Up Visual Recognition Training with Synthetic Images Zhuoran Yu Chenchen Zhu Sean Culatana Raghuraman Krishnamoorthi Fanyi Xiao Yong Jae Lee 120 15 0 04 Dec 2023
Wild-Tab: A Benchmark For Out-Of-Distribution Generalization In Tabular Regression Sergey Kolesnikov CML OOD 24 4 0 04 Dec 2023
Likelihood-Aware Semantic Alignment for Full-Spectrum Out-of-Distribution Detection Fan Lu Kai Zhu Kecheng Zheng Wei Zhai Xuemiao Xu OODD 155 4 0 04 Dec 2023
APoLLo: Unified Adapter and Prompt Learning for Vision Language Models Sanjoy Chowdhury Sayan Nag Dinesh Manocha VLM 35 17 0 04 Dec 2023
Mitigating Over-smoothing in Transformers via Regularized Nonlocal Functionals Tam Nguyen Tan-Minh Nguyen Richard G. Baraniuk 29 8 0 01 Dec 2023
Continual Diffusion with STAMINA: STack-And-Mask INcremental Adapters James Seale Smith Yen-Chang Hsu Z. Kira Yilin Shen Hongxia Jin DiffM 33 6 0 30 Nov 2023
MobileCLIP: Fast Image-Text Models through Multi-Modal Reinforced Training Pavan Kumar Anasosalu Vasu Hadi Pouransari Fartash Faghri Raviteja Vemulapalli Oncel Tuzel CLIP VLM 49 44 0 28 Nov 2023
Diffusion-TTA: Test-time Adaptation of Discriminative Models via Generative Feedback Mihir Prabhudesai Tsung-Wei Ke Alexander C. Li Deepak Pathak Katerina Fragkiadaki TTA 37 15 0 27 Nov 2023
ArGue: Attribute-Guided Prompt Tuning for Vision-Language Models Xinyu Tian Shu Zou Zhaoyuan Yang Jing Zhang VLM 39 22 0 27 Nov 2023
Reinforcement Learning from Diffusion Feedback: Q* for Image Search Aboli Rajan Marathe VLM 52 0 0 27 Nov 2023
BadCLIP: Trigger-Aware Prompt Learning for Backdoor Attacks on CLIP Jiawang Bai Kuofeng Gao Shaobo Min Shu-Tao Xia Zhifeng Li Wei Liu VLM 34 38 0 26 Nov 2023
Effective Backdoor Mitigation in Vision-Language Models Depends on the Pre-training Objective Sahil Verma Gantavya Bhatt Avi Schwarzschild Soumye Singhal Arnav M. Das Chirag Shah John P Dickerson Jeff Bilmes J. Bilmes AAML 64 1 0 25 Nov 2023
HGCLIP: Exploring Vision-Language Models with Graph Representations for Hierarchical Understanding Peng Xia Xingtong Yu Ming Hu Lie Ju Zhiyong Wang Peibo Duan Zongyuan Ge VLM 69 10 0 23 Nov 2023
Hardware Resilience Properties of Text-Guided Image Classifiers Syed Talal Wasim Kabila Haile Soboka Abdulrahman Mahmoud Salman Khan David Brooks Gu-Yeon Wei VLM 27 1 0 23 Nov 2023
Understanding the Vulnerability of CLIP to Image Compression Cangxiong Chen Vinay P. Namboodiri Julian Padget 32 2 0 23 Nov 2023
Descriptor and Word Soups: Overcoming the Parameter Efficiency Accuracy Tradeoff for Out-of-Distribution Few-shot Learning Christopher Liao Theodoros Tsiligkaridis Brian Kulis OODD 56 5 0 21 Nov 2023
Adversarial Prompt Tuning for Vision-Language Models Jiaming Zhang Xingjun Ma Xin Wang Lingyu Qiu Jiaqi Wang Yu-Gang Jiang Jitao Sang AAML VPVLM VLM 35 20 0 19 Nov 2023
Environment-Aware Dynamic Graph Learning for Out-of-Distribution Generalization Haonan Yuan Qingyun Sun Xingcheng Fu Ziwei Zhang Cheng Ji Hao Peng Jianxin Li OOD 38 17 0 18 Nov 2023
Geometric Data Augmentations to Mitigate Distribution Shifts in Pollen Classification from Microscopic Images Nam Cao O. Saukh 34 2 0 18 Nov 2023
One Size Fits All for Semantic Shifts: Adaptive Prompt Tuning for Continual Learning Doyoung Kim Susik Yoon Dongmin Park Youngjun Lee Hwanjun Song Jihwan Bang Jae-Gil Lee VLM 62 3 0 18 Nov 2023
ConvNet vs Transformer, Supervised vs CLIP: Beyond ImageNet Accuracy Kirill Vishniakov Zhiqiang Shen Zhuang Liu CLIP 44 16 0 15 Nov 2023
Domain Aligned CLIP for Few-shot Classification Muhammad Waleed Gondal Jochen Gast Inigo Alonso Ruiz Richard Droste Tommaso Macri Suren Kumar Luitpold Staudigl VLM 26 11 0 15 Nov 2023
Exploring Dataset-Scale Indicators of Data Quality Ben Feuer Chinmay Hegde 29 1 0 07 Nov 2023
Meta-Adapter: An Online Few-shot Learner for Vision-Language Model Cheng Cheng Lin Song Ruoyi Xue Hang Wang Hongbin Sun Yixiao Ge Ying Shan VLM ObjD 44 19 0 07 Nov 2023
What Makes Pre-Trained Visual Representations Successful for Robust Manipulation? Kaylee Burns Zach Witzel Jubayer Ibn Hamid Tianhe Yu Chelsea Finn Karol Hausman OOD SSL 40 23 0 03 Nov 2023
Towards Calibrated Robust Fine-Tuning of Vision-Language Models Changdae Oh Hyesu Lim Mijoo Kim Dongyoon Han Junhyeok Park Euiseog Jeong Alexander G. Hauptmann Zhi-Qi Cheng Kyungwoo Song VLM 42 15 0 03 Nov 2023
Align Your Prompts: Test-Time Prompting with Distribution Alignment for Zero-Shot Generalization Jameel Hassan Hanan Gani Noor Hussein Muhammad Uzair Khattak Muzammal Naseer Fahad Shahbaz Khan Salman Khan VLM OOD 80 62 0 02 Nov 2023
Distilling Out-of-Distribution Robustness from Vision-Language Foundation Models Andy Zhou Jindong Wang Yu-xiong Wang Haohan Wang VLM 62 6 0 02 Nov 2023
Tailoring Mixup to Data for Calibration Quentin Bouniot Pavlo Mozharovskyi Florence dÁlché-Buc 61 1 0 02 Nov 2023
Dynamic Batch Norm Statistics Update for Natural Robustness Shahbaz Rezaei M. S. Norouzzadeh 16 0 0 31 Oct 2023
Class Incremental Learning with Pre-trained Vision-Language Models Xialei Liu Xusheng Cao Haori Lu Jia-Wen Xiao Andrew D. Bagdanov Ming-Ming Cheng VLM 35 12 0 31 Oct 2023