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Correlation Information Bottleneck: Towards Adapting Pretrained Multimodal Models for Robust Visual Question Answering

14 September 2022

Papers citing "Correlation Information Bottleneck: Towards Adapting Pretrained Multimodal Models for Robust Visual Question Answering"

50 / 51 papers shown

Title
Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language Tasks Wenhui Wang Hangbo Bao Li Dong Johan Bjorck Zhiliang Peng ... Kriti Aggarwal O. Mohammed Saksham Singhal Subhojit Som Furu Wei MLLM VLM ViT 146 644 0 22 Aug 2022
Flamingo: a Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr ... Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman Karen Simonyan MLLM VLM 416 3,585 0 29 Apr 2022
Understanding The Robustness in Vision Transformers Daquan Zhou Zhiding Yu Enze Xie Chaowei Xiao Anima Anandkumar Jiashi Feng J. Álvarez ViT 140 191 0 26 Apr 2022
Rethinking Minimal Sufficient Representation in Contrastive Learning Haoqing Wang Xun Guo Zhiwei Deng Yan Lu SSL 54 76 0 14 Mar 2022
OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework Peng Wang An Yang Rui Men Junyang Lin Shuai Bai Zhikang Li Jianxin Ma Chang Zhou Jingren Zhou Hongxia Yang MLLM ObjD 152 873 0 07 Feb 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 542 4,398 0 28 Jan 2022
RegionCLIP: Region-based Language-Image Pretraining Yiwu Zhong Jianwei Yang Pengchuan Zhang Chunyuan Li Noel Codella ... Luowei Zhou Xiyang Dai Lu Yuan Yin Li Jianfeng Gao VLM CLIP 148 577 0 16 Dec 2021
Florence: A New Foundation Model for Computer Vision Lu Yuan Dongdong Chen Yi-Ling Chen Noel Codella Xiyang Dai ... Zhen Xiao Jianwei Yang Michael Zeng Luowei Zhou Pengchuan Zhang VLM 132 906 0 22 Nov 2021
Multi-Grained Vision Language Pre-Training: Aligning Texts with Visual Concepts Yan Zeng Xinsong Zhang Hang Li VLM CLIP 74 307 0 16 Nov 2021
VLMo: Unified Vision-Language Pre-Training with Mixture-of-Modality-Experts Hangbo Bao Wenhui Wang Li Dong Qiang Liu Owais Khan Mohammed Kriti Aggarwal Subhojit Som Furu Wei VLM MLLM MoE 74 558 0 03 Nov 2021
Dense Contrastive Visual-Linguistic Pretraining Lei Shi Kai Shuang Shijie Geng Peng Gao Zuohui Fu Gerard de Melo Yunpeng Chen Sen Su VLM SSL 123 10 0 24 Sep 2021
SimVLM: Simple Visual Language Model Pretraining with Weak Supervision Zirui Wang Jiahui Yu Adams Wei Yu Zihang Dai Yulia Tsvetkov Yuan Cao VLM MLLM 133 800 0 24 Aug 2021
Align before Fuse: Vision and Language Representation Learning with Momentum Distillation Junnan Li Ramprasaath R. Selvaraju Akhilesh Deepak Gotmare Shafiq Joty Caiming Xiong Guosheng Lin FaML 215 1,970 0 16 Jul 2021
Invariance Principle Meets Information Bottleneck for Out-of-Distribution Generalization Kartik Ahuja Ethan Caballero Dinghuai Zhang Jean-Christophe Gagnon-Audet Yoshua Bengio Ioannis Mitliagkas Irina Rish OOD 62 269 0 11 Jun 2021
Invariant Information Bottleneck for Domain Generalization Yue Liu Yifei Shen Yezhen Wang Wenzhen Zhu Colorado Reed Jun Zhang Dongsheng Li Kurt Keutzer Han Zhao OOD 76 113 0 11 Jun 2021
Variational Information Bottleneck for Effective Low-Resource Fine-Tuning Rabeeh Karimi Mahabadi Yonatan Belinkov James Henderson DRL 51 74 0 10 Jun 2021
Human-Adversarial Visual Question Answering Sasha Sheng Amanpreet Singh Vedanuj Goswami Jose Alberto Lopez Magana Wojciech Galuba Devi Parikh Douwe Kiela OOD EgoV AAML 36 62 0 04 Jun 2021
Adversarial VQA: A New Benchmark for Evaluating the Robustness of VQA Models Linjie Li Jie Lei Zhe Gan Jingjing Liu AAML VLM 69 74 0 01 Jun 2021
Beyond Question-Based Biases: Assessing Multimodal Shortcut Learning in Visual Question Answering Corentin Dancette Rémi Cadène Damien Teney Matthieu Cord CML 72 77 0 07 Apr 2021
Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts Soravit Changpinyo P. Sharma Nan Ding Radu Soricut VLM 434 1,127 0 17 Feb 2021
ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision Wonjae Kim Bokyung Son Ildoo Kim VLM CLIP 128 1,749 0 05 Feb 2021
Scheduled Sampling in Vision-Language Pretraining with Decoupled Encoder-Decoder Network Yehao Li Yingwei Pan Ting Yao Jingwen Chen Tao Mei VLM 68 52 0 27 Jan 2021
Removing Bias in Multi-modal Classifiers: Regularization by Maximizing Functional Entropies Itai Gat Idan Schwartz Alex Schwing Tamir Hazan 91 92 0 21 Oct 2020
Learning Optimal Representations with the Decodable Information Bottleneck Yann Dubois Douwe Kiela D. Schwab Ramakrishna Vedantam 79 43 0 27 Sep 2020
Contrastive Visual-Linguistic Pretraining Lei Shi Kai Shuang Shijie Geng Peng Su Zhengkai Jiang Peng Gao Zuohui Fu Gerard de Melo Sen Su VLM SSL CLIP 105 29 0 26 Jul 2020
ERNIE-ViL: Knowledge Enhanced Vision-Language Representations Through Scene Graph Fei Yu Jiji Tang Weichong Yin Yu Sun Hao Tian Hua Wu Haifeng Wang 96 380 0 30 Jun 2020
Large-Scale Adversarial Training for Vision-and-Language Representation Learning Zhe Gan Yen-Chun Chen Linjie Li Chen Zhu Yu Cheng Jingjing Liu ObjD VLM 73 498 0 11 Jun 2020
On the Value of Out-of-Distribution Testing: An Example of Goodhart's Law Damien Teney Kushal Kafle Robik Shrestha Ehsan Abbasnejad Christopher Kanan Anton Van Den Hengel OODD OOD 76 147 0 19 May 2020
Oscar: Object-Semantics Aligned Pre-training for Vision-Language Tasks Xiujun Li Xi Yin Chunyuan Li Pengchuan Zhang Xiaowei Hu ... Houdong Hu Li Dong Furu Wei Yejin Choi Jianfeng Gao VLM 121 1,944 0 13 Apr 2020
Counterfactual Samples Synthesizing for Robust Visual Question Answering Long Chen Xin Yan Jun Xiao Hanwang Zhang Shiliang Pu Yueting Zhuang OOD AAML 208 292 0 14 Mar 2020
Towards Causal VQA: Revealing and Reducing Spurious Correlations by Invariant and Covariant Semantic Editing Vedika Agarwal Rakshith Shetty Mario Fritz CML AAML 70 159 0 16 Dec 2019
Iterative Answer Prediction with Pointer-Augmented Multimodal Transformers for TextVQA Ronghang Hu Amanpreet Singh Trevor Darrell Marcus Rohrbach 71 197 0 14 Nov 2019
Unified Vision-Language Pre-Training for Image Captioning and VQA Luowei Zhou Hamid Palangi Lei Zhang Houdong Hu Jason J. Corso Jianfeng Gao MLLM VLM 352 941 0 24 Sep 2019
Don't Take the Easy Way Out: Ensemble Based Methods for Avoiding Known Dataset Biases Christopher Clark Mark Yatskar Luke Zettlemoyer OOD 76 466 0 09 Sep 2019
VL-BERT: Pre-training of Generic Visual-Linguistic Representations Weijie Su Xizhou Zhu Yue Cao Bin Li Lewei Lu Furu Wei Jifeng Dai VLM MLLM SSL 163 1,666 0 22 Aug 2019
LXMERT: Learning Cross-Modality Encoder Representations from Transformers Hao Hao Tan Joey Tianyi Zhou VLM MLLM 247 2,488 0 20 Aug 2019
VisualBERT: A Simple and Performant Baseline for Vision and Language Liunian Harold Li Mark Yatskar Da Yin Cho-Jui Hsieh Kai-Wei Chang VLM 146 1,962 0 09 Aug 2019
ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks Jiasen Lu Dhruv Batra Devi Parikh Stefan Lee SSL VLM 231 3,693 0 06 Aug 2019
RUBi: Reducing Unimodal Biases in Visual Question Answering Rémi Cadène Corentin Dancette H. Ben-younes Matthieu Cord Devi Parikh CML 99 373 0 24 Jun 2019
Cycle-Consistency for Robust Visual Question Answering Meet Shah Xinlei Chen Marcus Rohrbach Devi Parikh OOD 62 190 0 15 Feb 2019
BLOCK: Bilinear Superdiagonal Fusion for Visual Question Answering and Visual Relationship Detection H. Ben-younes Rémi Cadène Nicolas Thome Matthieu Cord 49 218 0 31 Jan 2019
Explainable and Explicit Visual Reasoning over Scene Graphs Jiaxin Shi Hanwang Zhang Juan-Zi Li OCL 196 234 0 05 Dec 2018
Pythia v0.1: the Winning Entry to the VQA Challenge 2018 Yu Jiang Vivek Natarajan Xinlei Chen Marcus Rohrbach Dhruv Batra Devi Parikh VLM 66 203 0 26 Jul 2018
Explainable Neural Computation via Stack Neural Module Networks Ronghang Hu Jacob Andreas Trevor Darrell Kate Saenko LRM OCL 78 199 0 23 Jul 2018
Bottom-Up and Top-Down Attention for Image Captioning and Visual Question Answering Peter Anderson Xiaodong He Chris Buehler Damien Teney Mark Johnson Stephen Gould Lei Zhang AIMat 121 4,220 0 25 Jul 2017
Show, Ask, Attend, and Answer: A Strong Baseline For Visual Question Answering V. Kazemi Ali Elqursh OOD 79 184 0 11 Apr 2017
Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question Answering Yash Goyal Tejas Khot D. Summers-Stay Dhruv Batra Devi Parikh CoGe 345 3,270 0 02 Dec 2016
Stacked Attention Networks for Image Question Answering Zichao Yang Xiaodong He Jianfeng Gao Li Deng Alex Smola BDL 109 1,883 0 07 Nov 2015
VQA: Visual Question Answering Aishwarya Agrawal Jiasen Lu Stanislaw Antol Margaret Mitchell C. L. Zitnick Dhruv Batra Devi Parikh CoGe 211 5,497 0 03 May 2015
Microsoft COCO Captions: Data Collection and Evaluation Server Xinlei Chen Hao Fang Nayeon Lee Ramakrishna Vedantam Saurabh Gupta Piotr Dollar C. L. Zitnick 215 2,489 0 01 Apr 2015