Don't Just Assume; Look and Answer: Overcoming Priors for Visual Question Answering

1 December 2017

Devi Parikh

Papers citing "Don't Just Assume; Look and Answer: Overcoming Priors for Visual Question Answering"

50 / 330 papers shown

Title
Mitigating Gender Bias in Captioning Systems Ruixiang Tang Mengnan Du Yuening Li Zirui Liu Na Zou Xia Hu FaML 11 65 0 15 Jun 2020
Estimating semantic structure for the VQA answer space Corentin Kervadec G. Antipov M. Baccouche Christian Wolf 18 4 0 10 Jun 2020
Roses Are Red, Violets Are Blue... but Should Vqa Expect Them To? Corentin Kervadec G. Antipov M. Baccouche Christian Wolf OOD 8 86 0 09 Jun 2020
Counterfactual VQA: A Cause-Effect Look at Language Bias Yulei Niu Kaihua Tang Hanwang Zhang Zhiwu Lu Xiansheng Hua Ji-Rong Wen CML 19 392 0 08 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 A. Hengel OODD OOD 11 145 0 19 May 2020
Does Data Augmentation Improve Generalization in NLP? Rohan Jha Charles Lovering Ellie Pavlick 9 10 0 30 Apr 2020
Look at the First Sentence: Position Bias in Question Answering Miyoung Ko Jinhyuk Lee Hyunjae Kim Gangwoo Kim Jaewoo Kang FaML OOD 11 99 0 30 Apr 2020
Generative Data Augmentation for Commonsense Reasoning Yiben Yang Chaitanya Malaviya Jared Fernandez Swabha Swayamdipta Ronan Le Bras Ji-ping Wang Chandra Bhagavatula Yejin Choi Doug Downey LRM 11 91 0 24 Apr 2020
Learning What Makes a Difference from Counterfactual Examples and Gradient Supervision Damien Teney Ehsan Abbasnejad A. Hengel OOD SSL CML 15 116 0 20 Apr 2020
Avoiding the Hypothesis-Only Bias in Natural Language Inference via Ensemble Adversarial Training Joe Stacey Pasquale Minervini Haim Dubossarsky Sebastian Riedel Tim Rocktaschel AI4CE 12 8 0 16 Apr 2020
Visual Grounding Methods for VQA are Working for the Wrong Reasons! Robik Shrestha Kushal Kafle Christopher Kanan CML 6 35 0 12 Apr 2020
An Entropy Clustering Approach for Assessing Visual Question Difficulty K. Terao Toru Tamaki B. Raytchev K. Kaneda Shuníchi Satoh OOD AAML 18 1 0 12 Apr 2020
$P $\approx$ NP, at least in Visual Question Answering$ P $\approx$ NP, at least in Visual Question Answering Shailza Jolly Sebastián M. Palacio Joachim Folz Federico Raue Jörn Hees Andreas Dengel 11 0 0 26 Mar 2020
Linguistically Driven Graph Capsule Network for Visual Question Reasoning Qingxing Cao Xiaodan Liang Keze Wang Liang Lin GNN 11 3 0 23 Mar 2020
Invariant Rationalization Shiyu Chang Yang Zhang Mo Yu Tommi Jaakkola 179 201 0 22 Mar 2020
Ground Truth Evaluation of Neural Network Explanations with CLEVR-XAI L. Arras Ahmed Osman Wojciech Samek XAI AAML 16 146 0 16 Mar 2020
Counterfactual Samples Synthesizing for Robust Visual Question Answering Long Chen Xin Yan Jun Xiao Hanwang Zhang Shiliang Pu Yueting Zhuang OOD AAML 142 290 0 14 Mar 2020
Deconfounded Image Captioning: A Causal Retrospect Xu Yang Hanwang Zhang Jianfei Cai CML 8 114 0 09 Mar 2020
Toward Interpretability of Dual-Encoder Models for Dialogue Response Suggestions Yitong Li Dianqi Li Sushant Prakash Peng Wang 11 2 0 02 Mar 2020
Unbiased Scene Graph Generation from Biased Training Kaihua Tang Yulei Niu Jianqiang Huang Jiaxin Shi Hanwang Zhang CML 17 668 0 27 Feb 2020
Unshuffling Data for Improved Generalization Damien Teney Ehsan Abbasnejad A. Hengel OOD 12 75 0 27 Feb 2020
On the General Value of Evidence, and Bilingual Scene-Text Visual Question Answering Xinyu Wang Yuliang Liu Chunhua Shen Chun Chet Ng Canjie Luo Lianwen Jin C. Chan A. Hengel Liangwei Wang 15 90 0 24 Feb 2020
Accuracy vs. Complexity: A Trade-off in Visual Question Answering Models M. Farazi Salman H. Khan Nick Barnes 21 18 0 20 Jan 2020
SQuINTing at VQA Models: Introspecting VQA Models with Sub-Questions Ramprasaath R. Selvaraju Purva Tendulkar Devi Parikh Eric Horvitz Marco Tulio Ribeiro Besmira Nushi Ece Kamar LRM 6 14 0 20 Jan 2020
Explain and Improve: LRP-Inference Fine-Tuning for Image Captioning Models Jiamei Sun Sebastian Lapuschkin Wojciech Samek Alexander Binder FAtt 20 29 0 04 Jan 2020
Measuring Compositional Generalization: A Comprehensive Method on Realistic Data Daniel Keysers Nathanael Scharli Nathan Scales Hylke Buisman Daniel Furrer ... Tibor Tihon Dmitry Tsarkov Xiao Wang Marc van Zee Olivier Bousquet CoGe 13 346 0 20 Dec 2019
Towards Causal VQA: Revealing and Reducing Spurious Correlations by Invariant and Covariant Semantic Editing Vedika Agarwal Rakshith Shetty Mario Fritz CML AAML 19 155 0 16 Dec 2019
Assessing the Robustness of Visual Question Answering Models Jia-Hong Huang Modar Alfadly Bernard Ghanem M. Worring AAML OOD 15 23 0 30 Nov 2019
TAB-VCR: Tags and Attributes based Visual Commonsense Reasoning Baselines Jingxiang Lin Unnat Jain A. Schwing LRM ReLM 26 9 0 31 Oct 2019
Multi-modal Deep Analysis for Multimedia Wenwu Zhu Xin Eric Wang Hongzhi Li 19 38 0 11 Oct 2019
Learning De-biased Representations with Biased Representations Hyojin Bahng Sanghyuk Chun Sangdoo Yun Jaegul Choo Seong Joon Oh OOD 293 274 0 07 Oct 2019
On Incorporating Semantic Prior Knowledge in Deep Learning Through Embedding-Space Constraints Damien Teney Ehsan Abbasnejad A. Hengel NAI 16 9 0 30 Sep 2019
Compact Trilinear Interaction for Visual Question Answering Tuong Khanh Long Do Thanh-Toan Do Huy Tran Erman Tjiputra Quang-Dieu Tran 26 59 0 26 Sep 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 250 926 0 24 Sep 2019
Non-monotonic Logical Reasoning Guiding Deep Learning for Explainable Visual Question Answering Heather Riley Mohan Sridharan NAI 11 0 0 23 Sep 2019
Don't Take the Easy Way Out: Ensemble Based Methods for Avoiding Known Dataset Biases Christopher Clark Mark Yatskar Luke Zettlemoyer OOD 15 458 0 09 Sep 2019
Learning Credible Deep Neural Networks with Rationale Regularization Mengnan Du Ninghao Liu Fan Yang Xia Hu FaML 10 45 0 13 Aug 2019
SpatialSense: An Adversarially Crowdsourced Benchmark for Spatial Relation Recognition Kaiyu Yang Olga Russakovsky Jia Deng 3DPC 22 58 0 07 Aug 2019
ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks Jiasen Lu Dhruv Batra Devi Parikh Stefan Lee SSL VLM 8 3,610 0 06 Aug 2019
Answering Questions about Data Visualizations using Efficient Bimodal Fusion Kushal Kafle Robik Shrestha Brian L. Price Scott D. Cohen Christopher Kanan 6 58 0 05 Aug 2019
V-PROM: A Benchmark for Visual Reasoning Using Visual Progressive Matrices Damien Teney Peng Wang Jiewei Cao Lingqiao Liu Chunhua Shen A. Hengel 7 30 0 29 Jul 2019
Bilinear Graph Networks for Visual Question Answering Dalu Guo Chang Xu Dacheng Tao GNN 27 50 0 23 Jul 2019
Trends in Integration of Vision and Language Research: A Survey of Tasks, Datasets, and Methods Aditya Mogadala M. Kalimuthu Dietrich Klakow VLM 15 132 0 22 Jul 2019
Don't Take the Premise for Granted: Mitigating Artifacts in Natural Language Inference Yonatan Belinkov Adam Poliak Stuart M. Shieber Benjamin Van Durme Alexander M. Rush 19 94 0 09 Jul 2019
Learning by Abstraction: The Neural State Machine Drew A. Hudson Christopher D. Manning NAI OCL 8 258 0 09 Jul 2019
ICDAR 2019 Competition on Scene Text Visual Question Answering Ali Furkan Biten Rubèn Pérez Tito Andrés Mafla Lluís Gómez Marçal Rusiñol Minesh Mathew C. V. Jawahar Ernest Valveny Dimosthenis Karatzas 6 74 0 30 Jun 2019
RUBi: Reducing Unimodal Biases in Visual Question Answering Rémi Cadène Corentin Dancette H. Ben-younes Matthieu Cord Devi Parikh CML 8 365 0 24 Jun 2019
Investigating Biases in Textual Entailment Datasets Shawn Tan Yikang Shen Chin-Wei Huang Aaron Courville 14 8 0 23 Jun 2019
Adversarial Regularization for Visual Question Answering: Strengths, Shortcomings, and Side Effects Gabriel Grand Yonatan Belinkov 8 67 0 20 Jun 2019
Scene Text Visual Question Answering Ali Furkan Biten Rubèn Pérez Tito Andrés Mafla Lluís Gómez Marçal Rusiñol Ernest Valveny C. V. Jawahar Dimosthenis Karatzas 8 342 0 31 May 2019