DeAR: Debiasing Vision-Language Models with Additive Residuals

DeAR: Debiasing Vision-Language Models with Additive Residuals

18 March 2023

Papers citing "DeAR: Debiasing Vision-Language Models with Additive Residuals"

15 / 15 papers shown

Title
A Comprehensive Social Bias Audit of Contrastive Vision Language Models Zahraa Al Sahili Ioannis Patras Matthew Purver VLM 72 1 0 22 Jan 2025
Revealing and Reducing Gender Biases in Vision and Language Assistants (VLAs) Leander Girrbach Yiran Huang Stephan Alaniz Trevor Darrell Zeynep Akata VLM 40 2 0 25 Oct 2024
A Unified Debiasing Approach for Vision-Language Models across Modalities and Tasks Hoin Jung T. Jang Xiaoqian Wang VLM 23 2 0 10 Oct 2024
Uncovering Bias in Large Vision-Language Models at Scale with Counterfactuals Phillip Howard Kathleen C. Fraser Anahita Bhiwandiwalla S. Kiritchenko 48 9 0 30 May 2024
Embracing Diversity: Interpretable Zero-shot classification beyond one vector per class Mazda Moayeri Michael G. Rabbat Mark Ibrahim Diane Bouchacourt VLM 41 1 0 25 Apr 2024
MIST: Mitigating Intersectional Bias with Disentangled Cross-Attention Editing in Text-to-Image Diffusion Models Hidir Yesiltepe Kiymet Akdemir Pinar Yanardag 29 3 0 28 Mar 2024
Balancing Act: Distribution-Guided Debiasing in Diffusion Models Rishubh Parihar Abhijnya Bhat Abhipsa Basu Saswat Mallick Jogendra Nath Kundu R. V. Babu 43 18 0 28 Feb 2024
Debiasing Vision-Language Models via Biased Prompts Ching-Yao Chuang Varun Jampani Yuanzhen Li Antonio Torralba Stefanie Jegelka VLM 28 96 0 31 Jan 2023
Fine-grained Image Captioning with CLIP Reward Jaemin Cho Seunghyun Yoon Ajinkya Kale Franck Dernoncourt Trung Bui Mohit Bansal CLIP 121 76 0 26 May 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong S. Hoi MLLM BDL VLM CLIP 390 4,124 0 28 Jan 2022
Are Gender-Neutral Queries Really Gender-Neutral? Mitigating Gender Bias in Image Search Jialu Wang Yang Liu X. Wang FaML 155 95 0 12 Sep 2021
How Much Can CLIP Benefit Vision-and-Language Tasks? Sheng Shen Liunian Harold Li Hao Tan Mohit Bansal Anna Rohrbach Kai-Wei Chang Z. Yao Kurt Keutzer CLIP VLM MLLM 188 405 0 13 Jul 2021
Open-vocabulary Object Detection via Vision and Language Knowledge Distillation Xiuye Gu Tsung-Yi Lin Weicheng Kuo Yin Cui VLM ObjD 223 898 0 28 Apr 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 293 3,689 0 11 Feb 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 238 3,367 0 09 Mar 2020