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A Unified Debiasing Approach for Vision-Language Models across
Modalities and Tasks

A Unified Debiasing Approach for Vision-Language Models across Modalities and Tasks

10 October 2024

Papers citing "A Unified Debiasing Approach for Vision-Language Models across Modalities and Tasks"

19 / 19 papers shown

Title
FairREAD: Re-fusing Demographic Attributes after Disentanglement for Fair Medical Image Classification Yicheng Gao Jinkui Hao Bo Zhou 123 0 0 20 Dec 2024
Model-Agnostic Gender Debiased Image Captioning Yusuke Hirota Yuta Nakashima Noa Garcia FaML 80 18 0 07 Apr 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 426 4,563 0 30 Jan 2023
Contrastive Adapters for Foundation Model Group Robustness Michael Zhang Christopher Ré VLM 54 64 0 14 Jul 2022
A Prompt Array Keeps the Bias Away: Debiasing Vision-Language Models with Adversarial Learning Hugo Elias Berg S. Hall Yash Bhalgat Wonsuk Yang Hannah Rose Kirk Aleksandar Shtedritski Max Bain VLM 78 101 0 22 Mar 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong Guosheng Lin MLLM BDL VLM CLIP 532 4,360 0 28 Jan 2022
Multi-Grained Vision Language Pre-Training: Aligning Texts with Visual Concepts Yan Zeng Xinsong Zhang Hang Li VLM CLIP 68 307 0 16 Nov 2021
CHIP: CHannel Independence-based Pruning for Compact Neural Networks Yang Sui Miao Yin Yi Xie Huy Phan S. Zonouz Bo Yuan VLM 80 134 0 26 Oct 2021
Evaluating CLIP: Towards Characterization of Broader Capabilities and Downstream Implications Sandhini Agarwal Gretchen Krueger Jack Clark Alec Radford Jong Wook Kim Miles Brundage 63 142 0 05 Aug 2021
Understanding and Evaluating Racial Biases in Image Captioning Dora Zhao Angelina Wang Olga Russakovsky 61 138 0 16 Jun 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 929 29,436 0 26 Feb 2021
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 654 41,103 0 22 Oct 2020
Bias in Bios: A Case Study of Semantic Representation Bias in a High-Stakes Setting Maria De-Arteaga Alexey Romanov Hanna M. Wallach J. Chayes C. Borgs Alexandra Chouldechova S. Geyik K. Kenthapadi Adam Tauman Kalai 183 458 0 27 Jan 2019
Hyperparameters and Tuning Strategies for Random Forest Philipp Probst Marvin N. Wright A. Boulesteix 113 1,395 0 10 Apr 2018
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 303 20,023 0 07 Oct 2016
SPICE: Semantic Propositional Image Caption Evaluation Peter Anderson Basura Fernando Mark Johnson Stephen Gould EGVM 102 1,914 0 29 Jul 2016
Microsoft COCO Captions: Data Collection and Evaluation Server Xinlei Chen Hao Fang Nayeon Lee Ramakrishna Vedantam Saurabh Gupta Piotr Dollar C. L. Zitnick 213 2,478 0 01 Apr 2015
Representation Learning: A Review and New Perspectives Yoshua Bengio Aaron Courville Pascal Vincent OOD SSL 264 12,439 0 24 Jun 2012
Analysis of a Random Forests Model Gérard Biau 157 1,393 0 03 May 2010

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