VITATECS: A Diagnostic Dataset for Temporal Concept Understanding of
Video-Language Models

VITATECS: A Diagnostic Dataset for Temporal Concept Understanding of Video-Language Models

29 November 2023

Shicheng Li

Lei Li

Papers citing "VITATECS: A Diagnostic Dataset for Temporal Concept Understanding of Video-Language Models"

19 / 19 papers shown

Title
VideoComp: Advancing Fine-Grained Compositional and Temporal Alignment in Video-Text Models Dahun Kim A. Piergiovanni Ganesh Mallya A. Angelova CoGe 41 0 0 04 Apr 2025
Aurelia: Test-time Reasoning Distillation in Audio-Visual LLMs Sanjoy Chowdhury Hanan Gani Nishit Anand Sayan Nag Ruohan Gao Mohamed Elhoseiny Salman Khan Dinesh Manocha LRM 54 0 0 29 Mar 2025
video-SALMONN-o1: Reasoning-enhanced Audio-visual Large Language Model Guangzhi Sun Yudong Yang Jimin Zhuang Changli Tang Yongqian Li W. Li Z. Ma Chao Zhang LRM MLLM VLM 64 4 0 17 Feb 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
Progress-Aware Video Frame Captioning Zihui Xue Joungbin An Xitong Yang Kristen Grauman 100 1 0 03 Dec 2024
On the Consistency of Video Large Language Models in Temporal Comprehension Minjoon Jung Junbin Xiao Byoung-Tak Zhang Angela Yao 87 2 0 20 Nov 2024
Temporal Reasoning Transfer from Text to Video Lei Li Yuanxin Liu Linli Yao Peiyuan Zhang Chenxin An Lean Wang Xu Sun Lingpeng Kong Qi Liu LRM 48 7 0 08 Oct 2024
Q-Bench-Video: Benchmarking the Video Quality Understanding of LMMs Zicheng Zhang Ziheng Jia H. Wu Chunyi Li Zijian Chen ... Wei Sun Xiaohong Liu Xiongkuo Min Weisi Lin Guangtao Zhai 32 7 0 30 Sep 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
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 281 4,244 0 30 Jan 2023
Test of Time: Instilling Video-Language Models with a Sense of Time Piyush Bagad Makarand Tapaswi Cees G. M. Snoek 83 36 0 05 Jan 2023
Why is Winoground Hard? Investigating Failures in Visuolinguistic Compositionality Anuj Diwan Layne Berry Eunsol Choi David Harwath Kyle Mahowald CoGe 108 41 0 01 Nov 2022
ProGen: Progressive Zero-shot Dataset Generation via In-context Feedback Jiacheng Ye Jiahui Gao Jiangtao Feng Zhiyong Wu Tao Yu Lingpeng Kong SyDa VLM 78 72 0 22 Oct 2022
A CLIP-Hitchhiker's Guide to Long Video Retrieval Max Bain Arsha Nagrani Gül Varol Andrew Zisserman CLIP 129 62 0 17 May 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong S. Hoi MLLM BDL VLM CLIP 392 4,137 0 28 Jan 2022
CLIP4Clip: An Empirical Study of CLIP for End to End Video Clip Retrieval Huaishao Luo Lei Ji Ming Zhong Yang Chen Wen Lei Nan Duan Tianrui Li CLIP VLM 323 780 0 18 Apr 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 255 4,781 0 24 Feb 2021
Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts Soravit Changpinyo P. Sharma Nan Ding Radu Soricut VLM 293 1,084 0 17 Feb 2021
Is Space-Time Attention All You Need for Video Understanding? Gedas Bertasius Heng Wang Lorenzo Torresani ViT 280 1,982 0 09 Feb 2021