TGIF-QA: Toward Spatio-Temporal Reasoning in Visual Question Answering

14 April 2017

Papers citing "TGIF-QA: Toward Spatio-Temporal Reasoning in Visual Question Answering"

50 / 99 papers shown

Title
SITE: towards Spatial Intelligence Thorough Evaluation W. Wang Reuben Tan Pengyue Zhu Jianwei Yang Zhengyuan Yang Lijuan Wang Andrey Kolobov Jianfeng Gao Boqing Gong 45 0 0 08 May 2025
SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Chenkai Zhang Yiming Lei Z. Liu Haitao Leng Shaoguo Liu Tingting Gao Qingjie Liu Yunhong Wang AI4TS 51 0 0 30 Apr 2025
ReSpec: Relevance and Specificity Grounded Online Filtering for Learning on Video-Text Data Streams C. Kim Jihwan Moon Sangwoo Moon Heeseung Yun Sihaeng Lee Aniruddha Kembhavi Soonyoung Lee Gunhee Kim Sangho Lee Christopher Clark 23 0 0 21 Apr 2025
Perception Encoder: The best visual embeddings are not at the output of the network Daniel Bolya Po-Yao (Bernie) Huang Peize Sun Jang Hyun Cho Andrea Madotto ... Shiyu Dong Nikhila Ravi Daniel Li Piotr Dollár Christoph Feichtenhofer ObjD VOS 103 0 0 17 Apr 2025
From Trial to Triumph: Advancing Long Video Understanding via Visual Context Sample Scaling and Self-reward Alignment Yucheng Suo Fan Ma Linchao Zhu T. Wang Fengyun Rao Yi Yang LRM 77 0 0 26 Mar 2025
TopV: Compatible Token Pruning with Inference Time Optimization for Fast and Low-Memory Multimodal Vision Language Model Cheng Yang Yang Sui Jinqi Xiao Lingyi Huang Yu Gong ... Jinghua Yan Y. Bai P. Sadayappan Xia Hu Bo Yuan VLM 53 0 0 24 Mar 2025
ALLVB: All-in-One Long Video Understanding Benchmark Xichen Tan Yuanjing Luo Yunfan Ye Fang Liu Zhiping Cai MLLM VLM 80 0 0 10 Mar 2025
Streaming Video Question-Answering with In-context Video KV-Cache Retrieval Shangzhe Di Zhelun Yu Guanghao Zhang Haoyuan Li Tao Zhong Hao Cheng Bolin Li Wanggui He Fangxun Shu Hao Jiang 70 4 0 01 Mar 2025
Boosting Multimodal Large Language Models with Visual Tokens Withdrawal for Rapid Inference Zhihang Lin Mingbao Lin Luxi Lin Rongrong Ji 55 16 0 28 Jan 2025
MMVU: Measuring Expert-Level Multi-Discipline Video Understanding Yilun Zhao Lujing Xie Haowei Zhang Guo Gan Yitao Long ... Xiangru Tang Zhenwen Liang Y. Liu Chen Zhao Arman Cohan 53 5 0 21 Jan 2025
TimeLogic: A Temporal Logic Benchmark for Video QA S. Swetha Hilde Kuehne Mubarak Shah 41 1 0 13 Jan 2025
Do Language Models Understand Time? Xi Ding Lei Wang 178 0 0 18 Dec 2024
Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Aditya Chinchure Sahithya Ravi R. Ng Vered Shwartz Boyang Albert Li Leonid Sigal ReLM LRM VLM 77 2 0 07 Dec 2024
Beyond Text-Visual Attention: Exploiting Visual Cues for Effective Token Pruning in VLMs Qizhe Zhang Aosong Cheng Ming Lu Zhiyong Zhuo Minqi Wang Jiajun Cao Shaobo Guo Qi She Shanghang Zhang VLM 90 11 0 02 Dec 2024
Motion-Grounded Video Reasoning: Understanding and Perceiving Motion at Pixel Level Andong Deng Tongjia Chen Shoubin Yu Taojiannan Yang Lincoln Spencer Yapeng Tian Ajmal Saeed Mian Mohit Bansal Chen Chen LRM 59 1 0 15 Nov 2024
Geometric Analysis of Reasoning Trajectories: A Phase Space Approach to Understanding Valid and Invalid Multi-Hop Reasoning in LLMs Javier Marin LRM 76 0 0 06 Oct 2024
QTG-VQA: Question-Type-Guided Architectural for VideoQA Systems Zhixian He Pengcheng Zhao Fuwei Zhang Shujin Lin 38 0 0 14 Sep 2024
Question-Answering Dense Video Events Hangyu Qin Junbin Xiao Angela Yao VLM 71 1 0 06 Sep 2024
End-to-End Video Question Answering with Frame Scoring Mechanisms and Adaptive Sampling Jianxin Liang Xiaojun Meng Yueqian Wang Chang Liu Qun Liu Dongyan Zhao 29 5 0 21 Jul 2024
Tarsier: Recipes for Training and Evaluating Large Video Description Models Jiawei Wang Liping Yuan Yuchen Zhang 38 52 0 30 Jun 2024
VideoVista: A Versatile Benchmark for Video Understanding and Reasoning Yunxin Li Xinyu Chen Baotian Hu Longyue Wang Haoyuan Shi Min-Ling Zhang MLLM LRM 44 25 0 17 Jun 2024
LVBench: An Extreme Long Video Understanding Benchmark Weihan Wang Zehai He Wenyi Hong Yean Cheng Xiaohan Zhang ... Shiyu Huang Bin Xu Yuxiao Dong Ming Ding Jie Tang ELM VLM 42 63 0 12 Jun 2024
Encoding and Controlling Global Semantics for Long-form Video Question Answering Thong Nguyen Zhiyuan Hu Xiaobao Wu Cong-Duy Nguyen See-Kiong Ng A. Luu 43 2 0 30 May 2024
VideoQA-SC: Adaptive Semantic Communication for Video Question Answering Jiangyuan Guo Wei-Neng Chen Yuxuan Sun Jia-lin Xu Bo Ai 54 4 0 17 May 2024
STAR: A Benchmark for Situated Reasoning in Real-World Videos Bo Wu Shoubin Yu Zhenfang Chen Joshua B Tenenbaum Chuang Gan 33 176 0 15 May 2024
CinePile: A Long Video Question Answering Dataset and Benchmark Ruchit Rawal Khalid Saifullah Ronen Basri David Jacobs Gowthami Somepalli Tom Goldstein 38 39 0 14 May 2024
From Image to Video, what do we need in multimodal LLMs? Suyuan Huang Haoxin Zhang Yan Gao Honggu Chen Zengchang Qin Yao Hu Z. Qin VLM 39 8 0 18 Apr 2024
Direct Preference Optimization of Video Large Multimodal Models from Language Model Reward Ruohong Zhang Liangke Gui Zhiqing Sun Yihao Feng Keyang Xu ... Di Fu Chunyuan Li Alexander G. Hauptmann Yonatan Bisk Yiming Yang MLLM 46 57 0 01 Apr 2024
VideoDistill: Language-aware Vision Distillation for Video Question Answering Bo Zou Chao Yang Yu Qiao Chengbin Quan Youjian Zhao VGen 44 1 0 01 Apr 2024
Siamese Learning with Joint Alignment and Regression for Weakly-Supervised Video Paragraph Grounding Chaolei Tan Jian-Huang Lai Wei-Shi Zheng Jianfang Hu AI4TS 41 5 0 18 Mar 2024
DAM: Dynamic Adapter Merging for Continual Video QA Learning Feng Cheng Ziyang Wang Yi-Lin Sung Yan-Bo Lin Mohit Bansal Gedas Bertasius CLL MoMe 31 10 0 13 Mar 2024
TempCompass: Do Video LLMs Really Understand Videos? Yuanxin Liu Shicheng Li Yi Liu Yuxiang Wang Shuhuai Ren Lei Li Sishuo Chen Xu Sun Lu Hou VLM 41 98 0 01 Mar 2024
ContPhy: Continuum Physical Concept Learning and Reasoning from Videos Zhicheng Zheng Xin Yan Zhenfang Chen Jingzhou Wang Qin Zhi Eddie Lim Joshua B. Tenenbaum Chuang Gan LRM 32 6 0 09 Feb 2024
Weakly Supervised Gaussian Contrastive Grounding with Large Multimodal Models for Video Question Answering Haibo Wang Chenghang Lai Yixuan Sun Weifeng Ge 19 5 0 19 Jan 2024
Sports-QA: A Large-Scale Video Question Answering Benchmark for Complex and Professional Sports Haopeng Li Andong Deng Qiuhong Ke Jun Liu Hossein Rahmani Yulan Guo Mohammed Bennamoun Chen Chen 48 17 0 03 Jan 2024
MVBench: A Comprehensive Multi-modal Video Understanding Benchmark Kunchang Li Yali Wang Yinan He Yizhuo Li Yi Wang ... Jilan Xu Guo Chen Ping Luo Limin Wang Yu Qiao VLM MLLM 56 398 0 28 Nov 2023
Video-Bench: A Comprehensive Benchmark and Toolkit for Evaluating Video-based Large Language Models Munan Ning Bin Zhu Yujia Xie Bin Lin Jiaxi Cui Lu Yuan Dongdong Chen Li-ming Yuan ELM MLLM 25 58 0 27 Nov 2023
CAD -- Contextual Multi-modal Alignment for Dynamic AVQA Asmar Nadeem Adrian Hilton R. Dawes Graham A. Thomas A. Mustafa 21 9 0 25 Oct 2023
CLEVRER-Humans: Describing Physical and Causal Events the Human Way Jiayuan Mao Xuelin Yang Xikun Zhang Noah D. Goodman Jiajun Wu NAI 22 22 0 05 Oct 2023
Zero-Shot and Few-Shot Video Question Answering with Multi-Modal Prompts Bipin Rajendran Bashir M. Al-Hashimi MLLM VLM 30 2 0 27 Sep 2023
Discovering Spatio-Temporal Rationales for Video Question Answering Yicong Li Junbin Xiao Chun Feng Xiang Wang Tat-Seng Chua 21 13 0 22 Jul 2023
Building Scalable Video Understanding Benchmarks through Sports Aniket Agarwal Alex Zhang Karthik Narasimhan Igor Gilitschenski Vishvak Murahari Yash Kant 19 1 0 17 Jan 2023
Perceiver-VL: Efficient Vision-and-Language Modeling with Iterative Latent Attention Zineng Tang Jaemin Cho Jie Lei Mohit Bansal VLM 24 9 0 21 Nov 2022
Dense but Efficient VideoQA for Intricate Compositional Reasoning Jihyeon Janel Lee Wooyoung Kang Eun-Sol Kim CoGe 16 3 0 19 Oct 2022
Locate before Answering: Answer Guided Question Localization for Video Question Answering Tianwen Qian Ran Cui Jingjing Chen Pai Peng Xiao-Wei Guo Yu-Gang Jiang 29 17 0 05 Oct 2022
WildQA: In-the-Wild Video Question Answering Santiago Castro Naihao Deng Pingxuan Huang Mihai Burzo Rada Mihalcea 70 7 0 14 Sep 2022
Frame-Subtitle Self-Supervision for Multi-Modal Video Question Answering Jiong Wang Zhou Zhao Weike Jin 18 0 0 08 Sep 2022
Interactive Question Answering Systems: Literature Review Giovanni Maria Biancofiore Yashar Deldjoo T. D. Noia E. Sciascio F. Narducci 32 13 0 04 Sep 2022
An Empirical Study of End-to-End Video-Language Transformers with Masked Visual Modeling Tsu-jui Fu Linjie Li Zhe Gan Kevin Qinghong Lin William Yang Wang Lijuan Wang Zicheng Liu VLM 19 63 0 04 Sep 2022
Video Question Answering with Iterative Video-Text Co-Tokenization A. Piergiovanni K. Morton Weicheng Kuo Michael S. Ryoo A. Angelova 20 17 0 01 Aug 2022