Cover Image

TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhang, Jun, Wang, Teng, Ge, Yuying, Ge, Yixiao, Li, Xinhao, Shan, Ying, Wang, Limin
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence Computation and Language Multimedia
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

AudioStory: Generating Long-Form Narrative Audio with Large Language Models
by: Guo, Yuxin, et al.
Published: (2025)

Enrich and Detect: Video Temporal Grounding with Multimodal LLMs
by: Pramanick, Shraman, et al.
Published: (2025)

OmniScript: Towards Audio-Visual Script Generation for Long-Form Cinematic Video
by: Pu, Junfu, et al.
Published: (2026)

TimeSuite: Improving MLLMs for Long Video Understanding via Grounded Tuning
by: Zeng, Xiangyu, et al.
Published: (2024)

Factorized Learning for Temporally Grounded Video-Language Models
by: Zeng, Wenzheng, et al.
Published: (2025)

VideoCLIP-XL: Advancing Long Description Understanding for Video CLIP Models
by: Wang, Jiapeng, et al.
Published: (2024)

ReTaKe: Reducing Temporal and Knowledge Redundancy for Long Video Understanding
by: Wang, Xiao, et al.
Published: (2024)

Anim-Director: A Large Multimodal Model Powered Agent for Controllable Animation Video Generation
by: Li, Yunxin, et al.
Published: (2024)

Empowering Multimodal LLMs with External Tools: A Comprehensive Survey
by: An, Wenbin, et al.
Published: (2025)

Video2Roleplay: A Multimodal Dataset and Framework for Video-Guided Role-playing Agents
by: Zhang, Xueqiao, et al.
Published: (2025)

LongVALE: Vision-Audio-Language-Event Benchmark Towards Time-Aware Omni-Modal Perception of Long Videos
by: Geng, Tiantian, et al.
Published: (2024)

Open-o3-Video: Grounded Video Reasoning with Explicit Spatio-Temporal Evidence
by: Meng, Jiahao, et al.
Published: (2025)

Advancing Grounded Multimodal Named Entity Recognition via LLM-Based Reformulation and Box-Based Segmentation
by: Li, Jinyuan, et al.
Published: (2024)

Rethinking Radiology Report Generation via Causal Inspired Counterfactual Augmentation
by: Song, Xiao, et al.
Published: (2023)

Can't See the Forest for the Trees: Benchmarking Multimodal Safety Awareness for Multimodal LLMs
by: Wang, Wenxuan, et al.
Published: (2025)

TokLIP: Marry Visual Tokens to CLIP for Multimodal Comprehension and Generation
by: Lin, Haokun, et al.
Published: (2025)

Video-Holmes: Can MLLM Think Like Holmes for Complex Video Reasoning?
by: Cheng, Junhao, et al.
Published: (2025)

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs
by: Chen, Qian, et al.
Published: (2026)

Harmfully Manipulated Images Matter in Multimodal Misinformation Detection
by: Wang, Bing, et al.
Published: (2024)

Enhancing Multimodal Misinformation Detection by Replaying the Whole Story from Image Modality Perspective
by: Wang, Bing, et al.
Published: (2025)

SynopGround: A Large-Scale Dataset for Multi-Paragraph Video Grounding from TV Dramas and Synopses
by: Tan, Chaolei, et al.
Published: (2024)

Co-Reinforcement Learning for Unified Multimodal Understanding and Generation
by: Jiang, Jingjing, et al.
Published: (2025)

Can Multimodal LLMs See Materials Clearly? A Multimodal Benchmark on Materials Characterization
by: Lai, Zhengzhao, et al.
Published: (2025)

KeyVideoLLM: Towards Large-scale Video Keyframe Selection
by: Liang, Hao, et al.
Published: (2024)

Hierarchical Local-Global Transformer for Temporal Sentence Grounding
by: Fang, Xiang, et al.
Published: (2022)

Divot: Diffusion Powers Video Tokenizer for Comprehension and Generation
by: Ge, Yuying, et al.
Published: (2024)

ARC-Chapter: Structuring Hour-Long Videos into Navigable Chapters and Hierarchical Summaries
by: Pu, Junfu, et al.
Published: (2025)

Graph-Driven Multimodal Feature Learning Framework for Apparent Personality Assessment
by: Wang, Kangsheng, et al.
Published: (2025)

GalleryGPT: Analyzing Paintings with Large Multimodal Models
by: Bin, Yi, et al.
Published: (2024)

ChatVTG: Video Temporal Grounding via Chat with Video Dialogue Large Language Models
by: Qu, Mengxue, et al.
Published: (2024)

Uni-MoE: Scaling Unified Multimodal LLMs with Mixture of Experts
by: Li, Yunxin, et al.
Published: (2024)

Towards Event-oriented Long Video Understanding
by: Du, Yifan, et al.
Published: (2024)

COM Kitchens: An Unedited Overhead-view Video Dataset as a Vision-Language Benchmark
by: Maeda, Koki, et al.
Published: (2024)

SpikeMba: Multi-Modal Spiking Saliency Mamba for Temporal Video Grounding
by: Li, Wenrui, et al.
Published: (2024)

AdaReTaKe: Adaptive Redundancy Reduction to Perceive Longer for Video-language Understanding
by: Wang, Xiao, et al.
Published: (2025)

Multimodal Long Video Modeling Based on Temporal Dynamic Context
by: Hao, Haoran, et al.
Published: (2025)

EasyAnimate: High-Performance Video Generation Framework with Hybrid Windows Attention and Reward Backpropagation
by: Xu, Jiaqi, et al.
Published: (2024)

Holistic Evaluation of Multimodal LLMs on Spatial Intelligence
by: Cai, Zhongang, et al.
Published: (2025)

ChronusOmni: Improving Time Awareness of Omni Large Language Models
by: Chen, Yijing, et al.
Published: (2025)

How to Bridge the Gap between Modalities: Survey on Multimodal Large Language Model
by: Song, Shezheng, et al.
Published: (2023)