Mummadi, Chaithanya Kumar

12 publications

TMLR 2024 AutoCLIP: Auto-Tuning Zero-Shot Classifiers for Vision-Language Models Jan Hendrik Metzen, Piyapat Saranrittichai, Chaithanya Kumar Mummadi

ICLR 2024 Federated Text-Driven Prompt Generation for Vision-Language Models Chen Qiu, Xingyu Li, Chaithanya Kumar Mummadi, Madan Ravi Ganesh, Zhenzhen Li, Lu Peng, Wan-Yi Lin

ICLR 2024 PerceptionCLIP: Visual Classification by Inferring and Conditioning on Contexts Bang An, Sicheng Zhu, Michael-Andrei Panaitescu-Liess, Chaithanya Kumar Mummadi, Furong Huang

ICMLW 2023 More Context, Less Distraction: Improving Zero-Shot Inference of CLIP by Inferring and Describing Spurious Features Bang An, Sicheng Zhu, Michael-Andrei Panaitescu-Liess, Chaithanya Kumar Mummadi, Furong Huang

TMLR 2023 Revisiting Image Classifier Training for Improved Certified Robust Defense Against Adversarial Patches Aniruddha Saha, Shuhua Yu, Mohammad Sadegh Norouzzadeh, Wan-Yi Lin, Chaithanya Kumar Mummadi

NeurIPSW 2023 Text-Driven Prompt Generation for Vision-Language Models in Federated Learning Chen Qiu, Xingyu Li, Chaithanya Kumar Mummadi, Madan Ravi Ganesh, Zhenzhen Li, Lu Peng, Wan-Yi Lin

CVPR 2022 Give Me Your Attention: Dot-Product Attention Considered Harmful for Adversarial Patch Robustness Giulio Lovisotto, Nicole Finnie, Mauricio Munoz, Chaithanya Kumar Mummadi, Jan Hendrik Metzen

ECCV 2022 Overcoming Shortcut Learning in a Target Domain by Generalizing Basic Visual Factors from a Source Domain Piyapat Saranrittichai, Chaithanya Kumar Mummadi, Claudia Blaiotta, Mauricio Munoz, Volker Fischer

ICCV 2021 DiagViB-6: A Diagnostic Benchmark Suite for Vision Models in the Presence of Shortcut and Generalization Opportunities Elias Eulig, Piyapat Saranrittichai, Chaithanya Kumar Mummadi, Kilian Rambach, William Beluch, Xiahan Shi, Volker Fischer

ICLR 2021 Does Enhanced Shape Bias Improve Neural Network Robustness to Common Corruptions? Chaithanya Kumar Mummadi, Ranjitha Subramaniam, Robin Hutmacher, Julien Vitay, Volker Fischer, Jan Hendrik Metzen

ICLR 2020 SELF: Learning to Filter Noisy Labels with Self-Ensembling Duc Tam Nguyen, Chaithanya Kumar Mummadi, Thi Phuong Nhung Ngo, Thi Hoai Phuong Nguyen, Laura Beggel, Thomas Brox

NeurIPS 2019 DeepUSPS: Deep Robust Unsupervised Saliency Prediction via Self-Supervision Tam Nguyen, Maximilian Dax, Chaithanya Kumar Mummadi, Nhung Ngo, Thi Hoai Phuong Nguyen, Zhongyu Lou, Thomas Brox