Visual Question Answering

October 9, 2023

Causal Reasoning through Two Layers of Cognition for Improving Generalization in Visual Question Answering
Trang Nguyen, Naoaki Okazaki
Strong Generalization Visual Question Answering Multi Layer Causal Direction Cognitive Learning Causal Reasoning
Negative Object Presence Evaluation (NOPE) to Measure Object Hallucination in Vision-Language Models
Holy Lovenia, Wenliang Dai, Samuel Cahyawijaya, Ziwei Ji, Pascale Fung
Vision Language Model Visual Question Answering Visual Question Negation Detection Object Hallucination

October 4, 2023

October 3, 2023

SelfGraphVQA: A Self-Supervised Graph Neural Network for Scene-based Question Answering
Bruno Souza, Marius Aasan, Helio Pedrini, Adín Ramírez Rivera
Visual Question Answering Graph Representation Scene Graph Scene Graph Generation Supervised Graph Neural Network

September 28, 2023

Semantic Scene Difference Detection in Daily Life Patroling by Mobile Robots using Pre-Trained Large-Scale Vision-Language Model
Yoshiki Obinata, Kento Kawaharazuka, Naoaki Kanazawa, Naoya Yamaguchi, Naoto Tsukamoto, Iori Yanokura, Shingo Kitagawa, Koki Shinjo, Kei Okada, Masayuki Inaba
Computer Vision Visual Question Answering Mobile Robot Semantic Change Scene Change Detection Large Scale Vision Language

September 27, 2023

Tackling VQA with Pretrained Foundation Models without Further Training
Alvin De Jun Tan, Bingquan Shen
Large Language Model Foundation Model Visual Question Answering Text Embeddings Image Text

September 25, 2023

Analyzing the Efficacy of an LLM-Only Approach for Image-based Document Question Answering
Nidhi Hegde, Sujoy Paul, Gagan Madan, Gaurav Aggarwal
Large Language Model Language Model Visual Question Answering Instruction Tuning Instruction Tuned Large Language Model

September 17, 2023

Syntax Tree Constrained Graph Network for Visual Question Answering
Xiangrui Su, Qi Zhang, Chongyang Shi, Jiachang Liu, Liang Hu
Visual Question Answering Visual Entity

September 15, 2023

D3: Data Diversity Design for Systematic Generalization in Visual Question Answering
Amir Rahimi, Vanessa D'Amario, Moyuru Yamada, Kentaro Takemoto, Tomotake Sasaki, Xavier Boix
Visual Question Answering Systematic Generalization Data Diversity Neural Module

September 7, 2023

Interpretable Visual Question Answering via Reasoning Supervision
Maria Parelli, Dimitrios Mallis, Markos Diomataris, Vassilis Pitsikalis
Visual Question Answering Visual Grounding Visual Attention Visual Commonsense Reasoning

August 31, 2023

Separate and Locate: Rethink the Text in Text-based Visual Question Answering
Chengyang Fang, Jiangnan Li, Liang Li, Can Ma, Dayong Hu
Text Modality Visual Question Answering VQA Task Locate Anything VQA Dataset OCR Information

August 17, 2023

Uni-NLX: Unifying Textual Explanations for Vision and Vision-Language Tasks
Fawaz Sammani, Nikos Deligiannis
Visual Question Answering Vision Paper Vision Language Task Natural Language Explanation Textual Explanation NLI Datasets Higher NLE Quality

August 11, 2023

Detecting and Preventing Hallucinations in Large Vision Language Models
Anisha Gunjal, Jihan Yin, Erhan Bas
Fine Grained Data Detection Large Vision Language Model Visual Question Answering Mitigating Hallucination Hallucination Detection

August 3, 2023

RealCQA: Scientific Chart Question Answering as a Test-bed for First-Order Logic
Saleem Ahmed, Bhavin Jawade, Shubham Pandey, Srirangaraj Setlur, Venu Govindaraju
Visual Question Answering Visual Question First Order Logic Chart Question Answering Chart Generation

July 28, 2023

July 26, 2023

LOIS: Looking Out of Instance Semantics for Visual Question Answering
Siyu Zhang, Yeming Chen, Yaoru Sun, Fang Wang, Haibo Shi, Haoran Wang
Visual Question Answering Visual Semantic Visual Processing Level Semantics Visual Reasoning Capability VQA Benchmark

July 22, 2023

Revisiting Distillation for Continual Learning on Visual Question Localized-Answering in Robotic Surgery
Long Bai, Mobarakol Islam, Hongliang Ren
Continual LEArning Visual Question Answering Mutual Distillation Robotic Surgery Surgical Visual Question Answering

July 21, 2023

Robust Visual Question Answering: Datasets, Methods, and Future Challenges
Jie Ma, Pinghui Wang, Dechen Kong, Zewei Wang, Jun Liu, Hongbin Pei, Junzhou Zhao
Data Set Vision Language NCD Method Visual Question Answering 3d Vqa VQA System Text VQA

Papers

Causal Reasoning through Two Layers of Cognition for Improving Generalization in Visual Question Answering

Negative Object Presence Evaluation (NOPE) to Measure Object Hallucination in Vision-Language Models

Improving Automatic VQA Evaluation Using Large Language Models

On the Cognition of Visual Question Answering Models and Human Intelligence: A Comparative Study

SelfGraphVQA: A Self-Supervised Graph Neural Network for Scene-based Question Answering

Semantic Scene Difference Detection in Daily Life Patroling by Mobile Robots using Pre-Trained Large-Scale Vision-Language Model

Tackling VQA with Pretrained Foundation Models without Further Training

Analyzing the Efficacy of an LLM-Only Approach for Image-based Document Question Answering

Syntax Tree Constrained Graph Network for Visual Question Answering

D3: Data Diversity Design for Systematic Generalization in Visual Question Answering

Interpretable Visual Question Answering via Reasoning Supervision

Separate and Locate: Rethink the Text in Text-based Visual Question Answering

Uni-NLX: Unifying Textual Explanations for Vision and Vision-Language Tasks

Detecting and Preventing Hallucinations in Large Vision Language Models

RealCQA: Scientific Chart Question Answering as a Test-bed for First-Order Logic

Context-VQA: Towards Context-Aware and Purposeful Visual Question Answering

BARTPhoBEiT: Pre-trained Sequence-to-Sequence and Image Transformers Models for Vietnamese Visual Question Answering

LOIS: Looking Out of Instance Semantics for Visual Question Answering

Revisiting Distillation for Continual Learning on Visual Question Localized-Answering in Robotic Surgery

Robust Visual Question Answering: Datasets, Methods, and Future Challenges