Annotating Objects and Relations in User-Generated Videos. - Xindi Shang; Donglin Di; Junbin Xiao; Yu Cao; Xun Yang 001; Tat-Seng Chua (ICMR, 2019)

Relation Understanding in Videos: A Grand Challenge Overview. - Xindi Shang; Junbin Xiao; Donglin Di; Tat-Seng Chua (ACM Multimedia, 2019)

Visual Relation Grounding in Videos. - Junbin Xiao; Xindi Shang; Xun Yang 001; Sheng Tang; Tat-Seng Chua (ECCV (6), 2020)

Joint Learning of Binary Classifiers and Pairwise Label Correlations for Multi-label Image Classification. - Junbin Xiao; Sheng Tang (MIPR, 2020)

NExT-QA: Next Phase of Question-Answering to Explaining Temporal Actions. - Junbin Xiao; Xindi Shang; Angela Yao; Tat-Seng Chua (CVPR, 2021)

VidVRD 2021: The Third Grand Challenge on Video Relation Detection. - Wei Ji 008; Yicong Li 004; Meng Wei; Xindi Shang; Junbin Xiao; Tongwei Ren; Tat-Seng Chua (ACM Multimedia, 2021)

Video Visual Relation Detection via Iterative Inference. - Xindi Shang; Yicong Li 004; Junbin Xiao; Wei Ji 008; Tat-Seng Chua (ACM Multimedia, 2021)

Video as Conditional Graph Hierarchy for Multi-Granular Question Answering. - Junbin Xiao; Angela Yao; Zhiyuan Liu 001; Yicong Li 004; Wei Ji 008; Tat-Seng Chua (AAAI, 2022)

Invariant Grounding for Video Question Answering. - Yicong Li 004; Xiang Wang 010; Junbin Xiao; Wei Ji 008; Tat-Seng Chua (CVPR, 2022)

Video Graph Transformer for Video Question Answering. - Junbin Xiao; Pan Zhou 002; Tat-Seng Chua; Shuicheng Yan (ECCV (36), 2022)

Video Question Answering: Datasets, Algorithms and Challenges. - Yaoyao Zhong; Wei Ji 008; Junbin Xiao; Yicong Li 004; Weihong Deng; Tat-Seng Chua (EMNLP, 2022)

Equivariant and Invariant Grounding for Video Question Answering. - Yicong Li 004; Xiang Wang 010; Junbin Xiao; Tat-Seng Chua (ACM Multimedia, 2022)

FakeSV: A Multimodal Benchmark with Rich Social Context for Fake News Detection on Short Video Platforms. - Peng Qi 005; Yuyan Bu; Juan Cao 001; Wei Ji 008; Ruihao Shui; Junbin Xiao; Danding Wang; Tat-Seng Chua (AAAI, 2023)

Discovering Spatio-Temporal Rationales for Video Question Answering. - Yicong Li 004; Junbin Xiao; Chun Feng; Xiang Wang 010; Tat-Seng Chua (ICCV, 2023)

Deconfounded Multimodal Learning for Spatio-temporal Video Grounding. - Jiawei Wang 025; Zhanchang Ma; Da Cao; Yuquan Le; Junbin Xiao; Tat-Seng Chua (ACM Multimedia, 2023)

SoarGraph: Numerical Reasoning over Financial Table-Text Data via Semantic-Oriented Hierarchical Graphs. - Fengbin Zhu; Moxin Li; Junbin Xiao; Fuli Feng; Chao Wang 049; Tat-Seng Chua (WWW (Companion Volume), 2023)

Contrastive Video Question Answering via Video Graph Transformer. - Junbin Xiao; Pan Zhou 002; Angela Yao; Yicong Li 004; Richang Hong; Shuicheng Yan; Tat-Seng Chua (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

Video-Language Understanding: A Survey from Model Architecture, Model Training, and Data Perspectives. - Thong Nguyen 003; Yi Bin; Junbin Xiao; Leigang Qu; Yicong Li 004; Jay Zhangjie Wu; Cong-Duy Nguyen; See-Kiong Ng; Anh Tuan Luu (ACL (Findings), 2024)

LASO: Language-Guided Affordance Segmentation on 3D Object. - Yicong Li 004; Na Zhao; Junbin Xiao; Chun Feng; Xiang Wang 010; Tat-Seng Chua (CVPR, 2024)

Abductive Ego-View Accident Video Understanding for Safe Driving Perception. - Jianwu Fang; Lei-Lei Li; Junfei Zhou; Junbin Xiao; Hongkai Yu; Chen Lv; Jianru Xue; Tat-Seng Chua (CVPR, 2024)

Can I Trust Your Answer? Visually Grounded Video Question Answering. - Junbin Xiao; Angela Yao; Yicong Li 004; Tat-Seng Chua (CVPR, 2024)

Causal-driven Large Language Models with Faithful Reasoning for Knowledge Question Answering. - Jiawei Wang 025; Da Cao; Shaofei Lu; Zhanchang Ma; Junbin Xiao; Tat-Seng Chua (ACM Multimedia, 2024)

Towards Analyzing and Mitigating Sycophancy in Large Vision-Language Models. - Yunpu Zhao; Rui Zhang 040; Junbin Xiao; Changxin Ke; Ruibo Hou; Yifan Hao 001; Qi Guo 001; Yunji Chen (CoRR, 2024)

Scene-Text Grounding for Text-Based Video Question Answering. - Sheng Zhou; Junbin Xiao; Xun Yang 001; Peipei Song; Dan Guo 001; Angela Yao; Meng Wang 001; Tat-Seng Chua (CoRR, 2024)

On the Consistency of Video Large Language Models in Temporal Comprehension. - Minjoon Jung; Junbin Xiao; Byoung-Tak Zhang; Angela Yao (CVPR, 2025)

EgoTextVQA: Towards Egocentric Scene-Text Aware Video Question Answering. - Sheng Zhou; Junbin Xiao; Qingyun Li; Yicong Li 004; Xun Yang 001; Dan Guo 001; Meng Wang 001; Tat-Seng Chua; Angela Yao (CVPR, 2025)

Bottom-Up and Top-Down Thoughts for Visual Intention Grounding. - Kangcheng Liu; Junbin Xiao; Rui Zhang 040; Hanqi Lv; Zidong Du (ICMR, 2025)

Question-Answering Dense Video Events. - Hangyu Qin; Junbin Xiao; Angela Yao (SIGIR, 2025)

EgoBlind: Towards Egocentric Visual Assistance for the Blind People. - Junbin Xiao; Nanxin Huang; Hao Qiu; Zhulin Tao; Xun Yang 001; Richang Hong; Meng Wang 001; Angela Yao (CoRR, 2025)

Visual Intention Grounding for Egocentric Assistants. - Pengzhan Sun 001; Junbin Xiao; Tze Ho Elden Tse; Yicong Li 004; Arjun R. Akula; Angela Yao (CoRR, 2025)

Object-Level Verbalized Confidence Calibration in Vision-Language Models via Semantic Perturbation. - Yunpu Zhao; Rui Zhang 040; Junbin Xiao; Ruibo Hou; Jiaming Guo; Zihao Zhang; Yifan Hao 001; Yunji Chen (CoRR, 2025)

MUPA: Towards Multi-Path Agentic Reasoning for Grounded Video Question Answering. - Jisheng Dang; Huilin Song; Junbin Xiao; Bimei Wang; Han Peng; Haoxuan Li; Xun Yang 001; Meng Wang 001; Tat-Seng Chua (CoRR, 2025)

Causal-Entity Reflected Egocentric Traffic Accident Video Synthesis. - Lei-Lei Li; Jianwu Fang; Junbin Xiao; Shanmin Pang; Hongkai Yu; Chen Lv; Jianru Xue; Tat-Seng Chua (CoRR, 2025)

VideoQA in the Era of LLMs: An Empirical Study. - Junbin Xiao; Nanxin Huang; Hangyu Qin; Dongyang Li; Yicong Li 004; Fengbin Zhu; Zhulin Tao; Jianxing Yu; Liang Lin; Tat-Seng Chua; Angela Yao (Int. J. Comput. Vis., 2025)