#Temporal Grounding

10개의 포스트

[논문리뷰] Towards Universal Video MLLMs with Attribute-Structured and Quality-Verified Instructions

arXiv에 게시된 'Towards Universal Video MLLMs with Attribute-Structured and Quality-Verified Instructions' 논문에 대한 자세한 리뷰입니다.

#Review #Video Understanding #Multimodal Large Language Models (MLLMs)#Instruction Tuning #Data Curation #Attribute-Structured Data #Quality Verification #Temporal Grounding #Video Captioning

2026년 2월 15일

[논문리뷰] VideoAuto-R1: Video Auto Reasoning via Thinking Once, Answering Twice

arXiv에 게시된 'VideoAuto-R1: Video Auto Reasoning via Thinking Once, Answering Twice' 논문에 대한 자세한 리뷰입니다.

#Review #Video Understanding #Chain-of-Thought (CoT)#Reinforcement Learning (RL)#Adaptive Reasoning #Early Exit #Multimodal LLM #Video QA #Temporal Grounding

2026년 1월 8일

[논문리뷰] Factorized Learning for Temporally Grounded Video-Language Models

arXiv에 게시된 'Factorized Learning for Temporally Grounded Video-Language Models' 논문에 대한 자세한 리뷰입니다.

#Review #Video-Language Models #Temporal Grounding #Factorized Learning #Preference Optimization #Evidence Referencing #Video Understanding #Dense Captioning

2025년 12월 31일

[논문리뷰] Video-BrowseComp: Benchmarking Agentic Video Research on Open Web

Kaixin Liang이 arXiv에 게시한 'Video-BrowseComp: Benchmarking Agentic Video Research on Open Web' 논문에 대한 자세한 리뷰입니다.

#Review #Agentic AI #Video Understanding #Web Browsing #Benchmark #Multimodal LLMs #Temporal Grounding #Cross-Source Reasoning #Information Seeking

2025년 12월 29일

[논문리뷰] LongVideoAgent: Multi-Agent Reasoning with Long Videos

Renjie Pi이 arXiv에 게시한 'LongVideoAgent: Multi-Agent Reasoning with Long Videos' 논문에 대한 자세한 리뷰입니다.

#Review #Multi-Agent System #Long Video Understanding #Video Question Answering #Reinforcement Learning #Large Language Models #Temporal Grounding #Multimodal Reasoning #Tool-Augmented AI

2025년 12월 23일

[논문리뷰] LongVT: Incentivizing 'Thinking with Long Videos' via Native Tool Calling

arXiv에 게시된 'LongVT: Incentivizing 'Thinking with Long Videos' via Native Tool Calling' 논문에 대한 자세한 리뷰입니다.

#Review #Long Video Understanding #Multimodal LLMs #Tool Calling #Reinforcement Learning #Chain-of-Thought #Temporal Grounding #Video Question Answering

2025년 12월 1일

[논문리뷰] VideoSSR: Video Self-Supervised Reinforcement Learning

arXiv에 게시된 'VideoSSR: Video Self-Supervised Reinforcement Learning' 논문에 대한 자세한 리뷰입니다.

#Review #Video Understanding #Self-Supervised Learning #Reinforcement Learning #MLLMs #Pretext Tasks #Verifiable Rewards #Data Generation #Temporal Grounding

2025년 11월 11일

[논문리뷰] Video-Thinker: Sparking 'Thinking with Videos' via Reinforcement Learning

Runhao Fu이 arXiv에 게시한 'Video-Thinker: Sparking 'Thinking with Videos' via Reinforcement Learning' 논문에 대한 자세한 리뷰입니다.

#Review #Video Reasoning #Multimodal Large Language Models #Reinforcement Learning #Chain-of-Thought #Video Understanding #Temporal Grounding #Video Captioning #Autonomous Tool Use

2025년 10월 30일

[논문리뷰] TempSamp-R1: Effective Temporal Sampling with Reinforcement Fine-Tuning for Video LLMs

Shaohui Jiao이 arXiv에 게시한 'TempSamp-R1: Effective Temporal Sampling with Reinforcement Fine-Tuning for Video LLMs' 논문에 대한 자세한 리뷰입니다.

#Review #Video LLMs #Temporal Grounding #Reinforcement Learning #Off-policy Learning #Reward Shaping #Chain-of-Thought #Multimodal LLMs

2025년 9월 23일

[논문리뷰] When and What: Diffusion-Grounded VideoLLM with Entity Aware Segmentation for Long Video Understanding

Rui Guo이 arXiv에 게시한 'When and What: Diffusion-Grounded VideoLLM with Entity Aware Segmentation for Long Video Understanding' 논문에 대한 자세한 리뷰입니다.

#Review #Video-LLM #Diffusion Model #Temporal Grounding #Object Segmentation #Long Video Understanding #Multimodal AI #Video Question Answering

2025년 8월 22일