Video Flow as Time Series: Discovering Temporal Consistency and Variability for VideoQA
Fuente:
arXiv
Saved in:
| Main Authors: | Song, Zijie, Hu, Zhenzhen, Ma, Yixiao, Li, Jia, Hong, Richang |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
VideoQA in the Era of LLMs: An Empirical Study
by: Xiao, Junbin, et al.
Published: (2024)
by: Xiao, Junbin, et al.
Published: (2024)
ENTER: Event Based Interpretable Reasoning for VideoQA
by: Ayyubi, Hammad, et al.
Published: (2025)
by: Ayyubi, Hammad, et al.
Published: (2025)
Dissecting Multimodality in VideoQA Transformer Models by Impairing Modality Fusion
by: Rawal, Ishaan Singh, et al.
Published: (2023)
by: Rawal, Ishaan Singh, et al.
Published: (2023)
VideoQA-SC: Adaptive Semantic Communication for Video Question Answering
by: Guo, Jiangyuan, et al.
Published: (2024)
by: Guo, Jiangyuan, et al.
Published: (2024)
CCTVBench: Contrastive Consistency Traffic VideoQA Benchmark for Multimodal LLMs
by: Zhou, Xingcheng, et al.
Published: (2026)
by: Zhou, Xingcheng, et al.
Published: (2026)
Grid Jigsaw Representation with CLIP: A New Perspective on Image Clustering
by: Song, Zijie, et al.
Published: (2023)
by: Song, Zijie, et al.
Published: (2023)
TUMTraffic-VideoQA: A Benchmark for Unified Spatio-Temporal Video Understanding in Traffic Scenes
by: Zhou, Xingcheng, et al.
Published: (2025)
by: Zhou, Xingcheng, et al.
Published: (2025)
Consistent Video Editing as Flow-Driven Image-to-Video Generation
by: Wang, Ge, et al.
Published: (2025)
by: Wang, Ge, et al.
Published: (2025)
LeAdQA: LLM-Driven Context-Aware Temporal Grounding for Video Question Answering
by: Dong, Xinxin, et al.
Published: (2025)
by: Dong, Xinxin, et al.
Published: (2025)
Rebalancing Contrastive Alignment with Bottlenecked Semantic Increments in Text-Video Retrieval
by: Xiao, Jian, et al.
Published: (2025)
by: Xiao, Jian, et al.
Published: (2025)
Reading Between the Lanes: Text VideoQA on the Road
by: Tom, George, et al.
Published: (2023)
by: Tom, George, et al.
Published: (2023)
Grounded Multi-Hop VideoQA in Long-Form Egocentric Videos
by: Chen, Qirui, et al.
Published: (2024)
by: Chen, Qirui, et al.
Published: (2024)
DropletVideo: A Dataset and Approach to Explore Integral Spatio-Temporal Consistent Video Generation
by: Zhang, Runze, et al.
Published: (2025)
by: Zhang, Runze, et al.
Published: (2025)
FastInit: Fast Noise Initialization for Temporally Consistent Video Generation
by: Bai, Chengyu, et al.
Published: (2025)
by: Bai, Chengyu, et al.
Published: (2025)
TOGA: Temporally Grounded Open-Ended Video QA with Weak Supervision
by: Gupta, Ayush, et al.
Published: (2025)
by: Gupta, Ayush, et al.
Published: (2025)
UVCG: Leveraging Temporal Consistency for Universal Video Protection
by: Li, KaiZhou, et al.
Published: (2024)
by: Li, KaiZhou, et al.
Published: (2024)
Understanding Complexity in VideoQA via Visual Program Generation
by: Eyzaguirre, Cristobal, et al.
Published: (2025)
by: Eyzaguirre, Cristobal, et al.
Published: (2025)
StreamingCoT: A Dataset for Temporal Dynamics and Multimodal Chain-of-Thought Reasoning in Streaming VideoQA
by: Hu, Yuhang, et al.
Published: (2025)
by: Hu, Yuhang, et al.
Published: (2025)
Neural-Symbolic VideoQA: Learning Compositional Spatio-Temporal Reasoning for Real-world Video Question Answering
by: Liang, Lili, et al.
Published: (2024)
by: Liang, Lili, et al.
Published: (2024)
YTCommentQA: Video Question Answerability in Instructional Videos
by: Yang, Saelyne, et al.
Published: (2024)
by: Yang, Saelyne, et al.
Published: (2024)
TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs
by: Zhang, Jun, et al.
Published: (2025)
by: Zhang, Jun, et al.
Published: (2025)
QTG-VQA: Question-Type-Guided Architectural for VideoQA Systems
by: He, Zhixian, et al.
Published: (2024)
by: He, Zhixian, et al.
Published: (2024)
Video Generation with Consistency Tuning
by: Wang, Chaoyi, et al.
Published: (2024)
by: Wang, Chaoyi, et al.
Published: (2024)
RelightVid: Temporal-Consistent Diffusion Model for Video Relighting
by: Fang, Ye, et al.
Published: (2025)
by: Fang, Ye, et al.
Published: (2025)
VideoCogQA: A Controllable Benchmark for Evaluating Cognitive Abilities in Video-Language Models
by: Li, Chenglin, et al.
Published: (2024)
by: Li, Chenglin, et al.
Published: (2024)
ReasVQA: Advancing VideoQA with Imperfect Reasoning Process
by: Liang, Jianxin, et al.
Published: (2025)
by: Liang, Jianxin, et al.
Published: (2025)
Fast Adversarial Training with Weak-to-Strong Spatial-Temporal Consistency in the Frequency Domain on Videos
by: Wang, Songping, et al.
Published: (2025)
by: Wang, Songping, et al.
Published: (2025)
Text Proxy: Decomposing Retrieval from a 1-to-N Relationship into N 1-to-1 Relationships for Text-Video Retrieval
by: Xiao, Jian, et al.
Published: (2024)
by: Xiao, Jian, et al.
Published: (2024)
Iterative Adversarial Attack on Image-guided Story Ending Generation
by: Wang, Youze, et al.
Published: (2023)
by: Wang, Youze, et al.
Published: (2023)
Flowception: Temporally Expansive Flow Matching for Video Generation
by: Ifriqi, Tariq Berrada, et al.
Published: (2025)
by: Ifriqi, Tariq Berrada, et al.
Published: (2025)
VideoTemp-o3: Harmonizing Temporal Grounding and Video Understanding in Agentic Thinking-with-Videos
by: Liu, Wenqi, et al.
Published: (2026)
by: Liu, Wenqi, et al.
Published: (2026)
First Place Solution to the Multiple-choice Video QA Track of The Second Perception Test Challenge
by: Peng, Yingzhe, et al.
Published: (2024)
by: Peng, Yingzhe, et al.
Published: (2024)
TimeMarker: A Versatile Video-LLM for Long and Short Video Understanding with Superior Temporal Localization Ability
by: Chen, Shimin, et al.
Published: (2024)
by: Chen, Shimin, et al.
Published: (2024)
ActionAtlas: A VideoQA Benchmark for Domain-specialized Action Recognition
by: Salehi, Mohammadreza, et al.
Published: (2024)
by: Salehi, Mohammadreza, et al.
Published: (2024)
One-Step Diffusion for Detail-Rich and Temporally Consistent Video Super-Resolution
by: Sun, Yujing, et al.
Published: (2025)
by: Sun, Yujing, et al.
Published: (2025)
LSA: Localized Semantic Alignment for Enhancing Temporal Consistency in Traffic Video Generation
by: Karimov, Mirlan, et al.
Published: (2026)
by: Karimov, Mirlan, et al.
Published: (2026)
Zero-TIG: Temporal Consistency-Aware Zero-Shot Illumination-Guided Low-light Video Enhancement
by: Li, Yini, et al.
Published: (2025)
by: Li, Yini, et al.
Published: (2025)
VideoGameQA-Bench: Evaluating Vision-Language Models for Video Game Quality Assurance
by: Taesiri, Mohammad Reza, et al.
Published: (2025)
by: Taesiri, Mohammad Reza, et al.
Published: (2025)
Beyond Isolated Facts: Synthesizing Narrative and Grounded Supervision for VideoQA
by: Liang, Jianxin, et al.
Published: (2025)
by: Liang, Jianxin, et al.
Published: (2025)
UniRepLKNet: A Universal Perception Large-Kernel ConvNet for Audio, Video, Point Cloud, Time-Series and Image Recognition
by: Ding, Xiaohan, et al.
Published: (2023)
by: Ding, Xiaohan, et al.
Published: (2023)
Similar Items
-
VideoQA in the Era of LLMs: An Empirical Study
by: Xiao, Junbin, et al.
Published: (2024) -
ENTER: Event Based Interpretable Reasoning for VideoQA
by: Ayyubi, Hammad, et al.
Published: (2025) -
Dissecting Multimodality in VideoQA Transformer Models by Impairing Modality Fusion
by: Rawal, Ishaan Singh, et al.
Published: (2023) -
VideoQA-SC: Adaptive Semantic Communication for Video Question Answering
by: Guo, Jiangyuan, et al.
Published: (2024) -
CCTVBench: Contrastive Consistency Traffic VideoQA Benchmark for Multimodal LLMs
by: Zhou, Xingcheng, et al.
Published: (2026)