LOIS: Looking Out of Instance Semantics for Visual Question Answering

26 July 2023

Papers citing "LOIS: Looking Out of Instance Semantics for Visual Question Answering"

34 / 34 papers shown

Title
From Pixels to Objects: Cubic Visual Attention for Visual Question Answering Jingkuan Song Pengpeng Zeng Lianli Gao Heng Tao Shen 38 62 0 04 Jun 2022
Grounding Answers for Visual Questions Asked by Visually Impaired People Chongyan Chen Samreen Anjum Danna Gurari 48 50 0 04 Feb 2022
Unifying Vision-and-Language Tasks via Text Generation Jaemin Cho Jie Lei Hao Tan Joey Tianyi Zhou MLLM 308 529 0 04 Feb 2021
Loss re-scaling VQA: Revisiting the LanguagePrior Problem from a Class-imbalance View Yangyang Guo Liqiang Nie Zhiyong Cheng Q. Tian Min Zhang 86 69 0 30 Oct 2020
A Novel Attention-based Aggregation Function to Combine Vision and Language Matteo Stefanini Marcella Cornia Lorenzo Baraldi Rita Cucchiara VLM 34 9 0 27 Apr 2020
Pixel-BERT: Aligning Image Pixels with Text by Deep Multi-Modal Transformers Zhicheng Huang Zhaoyang Zeng Bei Liu Dongmei Fu Jianlong Fu ViT 122 437 0 02 Apr 2020
A Question-Centric Model for Visual Question Answering in Medical Imaging Minh H. Vu Tommy Löfstedt T. Nyholm Raphael Sznitman MedIm 39 59 0 02 Mar 2020
In Defense of Grid Features for Visual Question Answering Huaizu Jiang Ishan Misra Marcus Rohrbach Erik Learned-Miller Xinlei Chen OOD ObjD 48 320 0 10 Jan 2020
BlendMask: Top-Down Meets Bottom-Up for Instance Segmentation Hao Chen Kunyang Sun Zhi Tian Chunhua Shen Yongming Huang Youliang Yan ISeg 109 487 0 02 Jan 2020
PolarMask: Single Shot Instance Segmentation with Polar Representation Enze Xie Pei Sun Xiaoge Song Wenhai Wang Ding Liang Chunhua Shen Ping Luo ISeg 65 539 0 29 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 126 1,657 0 22 Aug 2019
LXMERT: Learning Cross-Modality Encoder Representations from Transformers Hao Hao Tan Joey Tianyi Zhou VLM MLLM 211 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 115 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 203 3,659 0 06 Aug 2019
Deep Modular Co-Attention Networks for Visual Question Answering Zhou Yu Jun Yu Yuhao Cui Dacheng Tao Q. Tian 74 802 0 25 Jun 2019
Multimodal Transformer with Multi-View Visual Representation for Image Captioning Jun-chen Yu Jing Li Zhou Yu Qingming Huang ViT 52 380 0 20 May 2019
Relation-Aware Graph Attention Network for Visual Question Answering Linjie Li Zhe Gan Yu Cheng Jingjing Liu GNN 136 343 0 29 Mar 2019
Answer Them All! Toward Universal Visual Question Answering Models Robik Shrestha Kushal Kafle Christopher Kanan 48 82 0 01 Mar 2019
MUREL: Multimodal Relational Reasoning for Visual Question Answering Rémi Cadène H. Ben-younes Matthieu Cord Nicolas Thome LRM 55 273 0 25 Feb 2019
BLOCK: Bilinear Superdiagonal Fusion for Visual Question Answering and Visual Relationship Detection H. Ben-younes Rémi Cadène Nicolas Thome Matthieu Cord 43 218 0 31 Jan 2019
Dynamic Fusion with Intra- and Inter- Modality Attention Flow for Visual Question Answering Peng Gao Zhengkai Jiang Haoxuan You Pan Lu Steven C. H. Hoi Xiaogang Wang Hongsheng Li AIMat 69 364 0 13 Dec 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.1K 93,936 0 11 Oct 2018
Generative Image Inpainting with Contextual Attention Jiahui Yu Zhe Lin Jimei Yang Xiaohui Shen Xin Lu Thomas S. Huang GAN DiffM 77 2,255 0 24 Jan 2018
Don't Just Assume; Look and Answer: Overcoming Priors for Visual Question Answering Aishwarya Agrawal Dhruv Batra Devi Parikh Aniruddha Kembhavi OOD 136 585 0 01 Dec 2017
Co-attending Free-form Regions and Detections with Multi-modal Multiplicative Feature Embedding for Visual Question Answering Pan Lu Hongsheng Li Wei Zhang Jianyong Wang Xiaogang Wang 57 80 0 18 Nov 2017
Tips and Tricks for Visual Question Answering: Learnings from the 2017 Challenge Damien Teney Peter Anderson Xiaodong He Anton Van Den Hengel 83 382 0 09 Aug 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 104 4,201 0 25 Jul 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 304 3,187 0 02 Dec 2016
Visual Question Answering: Datasets, Algorithms, and Future Challenges Kushal Kafle Christopher Kanan OOD 59 238 0 05 Oct 2016
Stacked Attention Networks for Image Question Answering Zichao Yang Xiaodong He Jianfeng Gao Li Deng Alex Smola BDL 101 1,875 0 07 Nov 2015
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 423 61,900 0 04 Jun 2015
Exploring Models and Data for Image Question Answering Mengye Ren Ryan Kiros R. Zemel 80 713 0 08 May 2015
Ask Your Neurons: A Neural-based Approach to Answering Questions about Images Mateusz Malinowski Marcus Rohrbach Mario Fritz 100 597 0 05 May 2015
VQA: Visual Question Answering Aishwarya Agrawal Jiasen Lu Stanislaw Antol Margaret Mitchell C. L. Zitnick Dhruv Batra Devi Parikh CoGe 155 5,421 0 03 May 2015