COVR: A test-bed for Visually Grounded Compositional Generalization with real images

22 September 2021

Papers citing "COVR: A test-bed for Visually Grounded Compositional Generalization with real images"

28 / 28 papers shown

Title
How Transferable are Reasoning Patterns in VQA? Corentin Kervadec Theo Jaunet G. Antipov M. Baccouche Romain Vuillemot Christian Wolf LRM 30 28 0 08 Apr 2021
Automatic Generation of Contrast Sets from Scene Graphs: Probing the Compositional Consistency of GQA Yonatan Bitton Gabriel Stanovsky Roy Schwartz Michael Elhadad CoGe 32 33 0 17 Mar 2021
Multimodal Pretraining Unmasked: A Meta-Analysis and a Unified Framework of Vision-and-Language BERTs Emanuele Bugliarello Ryan Cotterell Naoaki Okazaki Desmond Elliott 52 119 0 30 Nov 2020
COGS: A Compositional Generalization Challenge Based on Semantic Interpretation Najoung Kim Tal Linzen CoGe 37 276 0 12 Oct 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 50 147 0 19 May 2020
Counterfactual Samples Synthesizing for Robust Visual Question Answering Long Chen Xin Yan Jun Xiao Hanwang Zhang Shiliang Pu Yueting Zhuang OOD AAML 183 292 0 14 Mar 2020
A Benchmark for Systematic Generalization in Grounded Language Understanding Laura Ruis Jacob Andreas Marco Baroni Diane Bouchacourt Brenden M. Lake 44 141 0 11 Mar 2020
Cops-Ref: A new Dataset and Task on Compositional Referring Expression Comprehension Zhenfang Chen Peng Wang Lin Ma Kwan-Yee K. Wong Qi Wu ObjD 51 68 0 01 Mar 2020
Measuring Compositional Generalization: A Comprehensive Method on Realistic Data Daniel Keysers Nathanael Scharli Nathan Scales Hylke Buisman Daniel Furrer ... Tibor Tihon Dmitry Tsarkov Tianlin Li Marc van Zee Olivier Bousquet CoGe 50 350 0 20 Dec 2019
CLOSURE: Assessing Systematic Generalization of CLEVR Models Dzmitry Bahdanau H. D. Vries Timothy J. O'Donnell Shikhar Murty Philippe Beaudoin Yoshua Bengio Aaron Courville NAI 31 90 0 12 Dec 2019
LXMERT: Learning Cross-Modality Encoder Representations from Transformers Hao Hao Tan Joey Tianyi Zhou VLM MLLM 194 2,467 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 102 1,939 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 192 3,659 0 06 Aug 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 385 24,160 0 26 Jul 2019
Learning by Abstraction: The Neural State Machine Drew A. Hudson Christopher D. Manning NAI OCL 53 259 0 09 Jul 2019
A Corpus for Reasoning About Natural Language Grounded in Photographs Alane Suhr Stephanie Zhou Ally Zhang Iris Zhang Huajun Bai Yoav Artzi LRM 69 596 0 01 Nov 2018
Improving Text-to-SQL Evaluation Methodology Catherine Finegan-Dollak Jonathan K. Kummerfeld Li Zhang Karthik Ramanathan Sesh Sadasivam Rui Zhang Dragomir R. Radev 72 279 0 23 Jun 2018
Visual Referring Expression Recognition: What Do Systems Actually Learn? Volkan Cirik Louis-Philippe Morency Taylor Berg-Kirkpatrick 43 63 0 30 May 2018
Compositional Attention Networks for Machine Reasoning Drew A. Hudson Christopher D. Manning BDL OOD LRM 90 574 0 08 Mar 2018
Don't Just Assume; Look and Answer: Overcoming Priors for Visual Question Answering Aishwarya Agrawal Dhruv Batra Devi Parikh Aniruddha Kembhavi OOD 129 585 0 01 Dec 2017
Building machines that adapt and compute like brains Brenden M. Lake J. Tenenbaum AI4CE FedML NAI AILaw 315 887 0 11 Nov 2017
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 100 4,201 0 25 Jul 2017
C-VQA: A Compositional Split of the Visual Question Answering (VQA) v1.0 Dataset Aishwarya Agrawal Aniruddha Kembhavi Dhruv Batra Devi Parikh CoGe 44 80 0 26 Apr 2017
A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference Adina Williams Nikita Nangia Samuel R. Bowman 374 4,444 0 18 Apr 2017
CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning Justin Johnson B. Hariharan Laurens van der Maaten Li Fei-Fei C. L. Zitnick Ross B. Girshick CoGe 269 2,346 0 20 Dec 2016
Visual Genome: Connecting Language and Vision Using Crowdsourced Dense Image Annotations Ranjay Krishna Yuke Zhu Oliver Groth Justin Johnson Kenji Hata ... Yannis Kalantidis Li Li David A. Shamma Michael S. Bernstein Fei-Fei Li 161 5,706 0 23 Feb 2016
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 393 61,900 0 04 Jun 2015
VQA: Visual Question Answering Aishwarya Agrawal Jiasen Lu Stanislaw Antol Margaret Mitchell C. L. Zitnick Dhruv Batra Devi Parikh CoGe 143 5,421 0 03 May 2015