VideoEspresso: A Large-Scale Chain-of-Thought Dataset for Fine-Grained Video Reasoning via Core Frame Selection
Fuente:
arXiv
Saved in:
| Main Authors: | Han, Songhao, Huang, Wei, Shi, Hairong, Zhuo, Le, Su, Xiu, Zhang, Shifeng, Zhou, Xu, Qi, Xiaojuan, Liao, Yue, Liu, Si |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
LLMs as Visual Explainers: Advancing Image Classification with Evolving Visual Descriptions
by: Han, Songhao, et al.
Published: (2023)
by: Han, Songhao, et al.
Published: (2023)
Rethinking Chain-of-Thought Reasoning for Videos
by: Zhong, Yiwu, et al.
Published: (2025)
by: Zhong, Yiwu, et al.
Published: (2025)
VideoCoT: A Video Chain-of-Thought Dataset with Active Annotation Tool
by: Wang, Yan, et al.
Published: (2024)
by: Wang, Yan, et al.
Published: (2024)
VisReason: A Large-Scale Dataset for Visual Chain-of-Thought Reasoning
by: Li, Lingxiao, et al.
Published: (2025)
by: Li, Lingxiao, et al.
Published: (2025)
Reinforcement Learning Tuning for VideoLLMs: Reward Design and Data Efficiency
by: Li, Hongyu, et al.
Published: (2025)
by: Li, Hongyu, et al.
Published: (2025)
Video-Skill-CoT: Skill-based Chain-of-Thoughts for Domain-Adaptive Video Reasoning
by: Lee, Daeun, et al.
Published: (2025)
by: Lee, Daeun, et al.
Published: (2025)
Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought
by: Zhang, Shuyi, et al.
Published: (2025)
by: Zhang, Shuyi, et al.
Published: (2025)
BASKET: A Large-Scale Video Dataset for Fine-Grained Skill Estimation
by: Pan, Yulu, et al.
Published: (2025)
by: Pan, Yulu, et al.
Published: (2025)
CaRDiff: Video Salient Object Ranking Chain of Thought Reasoning for Saliency Prediction with Diffusion
by: Tang, Yolo Yunlong, et al.
Published: (2024)
by: Tang, Yolo Yunlong, et al.
Published: (2024)
RCoT-Seg: Reinforced Chain-of-Thought for Video Reasoning and Segmentation
by: Wen, Junwei, et al.
Published: (2026)
by: Wen, Junwei, et al.
Published: (2026)
Frame2Freq: Spectral Adapters for Fine-Grained Video Understanding
by: Ponbagavathi, Thinesh Thiyakesan, et al.
Published: (2026)
by: Ponbagavathi, Thinesh Thiyakesan, et al.
Published: (2026)
On the Impact of Fine-Tuning on Chain-of-Thought Reasoning
by: Lobo, Elita, et al.
Published: (2024)
by: Lobo, Elita, et al.
Published: (2024)
Chain-of-Frames: Advancing Video Understanding in Multimodal LLMs via Frame-Aware Reasoning
by: Ghazanfari, Sara, et al.
Published: (2025)
by: Ghazanfari, Sara, 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)
Fine-Grained Motion Compression and Selective Temporal Fusion for Neural B-Frame Video Coding
by: Sheng, Xihua, et al.
Published: (2025)
by: Sheng, Xihua, et al.
Published: (2025)
HFS: Holistic Query-Aware Frame Selection for Efficient Video Reasoning
by: Yang, Yiqing, et al.
Published: (2025)
by: Yang, Yiqing, et al.
Published: (2025)
VCR-Bench: A Comprehensive Evaluation Framework for Video Chain-of-Thought Reasoning
by: Qi, Yukun, et al.
Published: (2025)
by: Qi, Yukun, et al.
Published: (2025)
Enhancing Chain-of-Thought Reasoning with Critical Representation Fine-tuning
by: Huang, Chenxi, et al.
Published: (2025)
by: Huang, Chenxi, et al.
Published: (2025)
CoT-RVS: Zero-Shot Chain-of-Thought Reasoning Segmentation for Videos
by: Kao, Shiu-hong, et al.
Published: (2025)
by: Kao, Shiu-hong, et al.
Published: (2025)
Espresso: High Compression For Rich Extraction From Videos for Your Vision-Language Model
by: Yu, Keunwoo Peter, et al.
Published: (2024)
by: Yu, Keunwoo Peter, et al.
Published: (2024)
Long Grounded Thoughts: Synthesizing Visual Problems and Reasoning Chains at Scale
by: Acuna, David, et al.
Published: (2025)
by: Acuna, David, et al.
Published: (2025)
Markov Chain of Thought for Efficient Mathematical Reasoning
by: Yang, Wen, et al.
Published: (2024)
by: Yang, Wen, et al.
Published: (2024)
RBF++: Quantifying and Optimizing Reasoning Boundaries across Measurable and Unmeasurable Capabilities for Chain-of-Thought Reasoning
by: Chen, Qiguang, et al.
Published: (2025)
by: Chen, Qiguang, et al.
Published: (2025)
Process-of-Thought Reasoning for Videos
by: Zhang, Jusheng, et al.
Published: (2026)
by: Zhang, Jusheng, et al.
Published: (2026)
ReasonAct: Progressive Training for Fine-Grained Video Reasoning in Small Models
by: Liu, Jiaxin, et al.
Published: (2025)
by: Liu, Jiaxin, et al.
Published: (2025)
FineBio: A Fine-Grained Video Dataset of Biological Experiments with Hierarchical Annotation
by: Yagi, Takuma, et al.
Published: (2024)
by: Yagi, Takuma, et al.
Published: (2024)
Fractured Chain-of-Thought Reasoning
by: Liao, Baohao, et al.
Published: (2025)
by: Liao, Baohao, et al.
Published: (2025)
MemeMind: A Large-Scale Multimodal Dataset with Chain-of-Thought Reasoning for Harmful Meme Detection
by: Gu, Hexiang, et al.
Published: (2025)
by: Gu, Hexiang, et al.
Published: (2025)
Semi-Structured Chain-of-Thought: Integrating Multiple Sources of Knowledge for Improved Language Model Reasoning
by: Su, Xin, et al.
Published: (2023)
by: Su, Xin, et al.
Published: (2023)
Fine-R1: Make Multi-modal LLMs Excel in Fine-Grained Visual Recognition by Chain-of-Thought Reasoning
by: He, Hulingxiao, et al.
Published: (2026)
by: He, Hulingxiao, et al.
Published: (2026)
360VFI: A Dataset and Benchmark for Omnidirectional Video Frame Interpolation
by: Lu, Wenxuan, et al.
Published: (2024)
by: Lu, Wenxuan, et al.
Published: (2024)
Reinforcing Structured Chain-of-Thought for Video Understanding
by: Wang, Peiyao, et al.
Published: (2026)
by: Wang, Peiyao, et al.
Published: (2026)
Fine-Tuned Thoughts: Leveraging Chain-of-Thought Reasoning for Industrial Asset Health Monitoring
by: Lin, Shuxin, et al.
Published: (2025)
by: Lin, Shuxin, et al.
Published: (2025)
VideoChat-A1: Thinking with Long Videos by Chain-of-Shot Reasoning
by: Wang, Zikang, et al.
Published: (2025)
by: Wang, Zikang, et al.
Published: (2025)
Thinking in Frames: How Visual Context and Test-Time Scaling Empower Video Reasoning
by: Li, Chengzu, et al.
Published: (2026)
by: Li, Chengzu, et al.
Published: (2026)
Mitigating Misleading Chain-of-Thought Reasoning with Selective Filtering
by: Wu, Yexin, et al.
Published: (2024)
by: Wu, Yexin, et al.
Published: (2024)
To Reason or Not to: Selective Chain-of-Thought in Medical Question Answering
by: Zhan, Zaifu, et al.
Published: (2026)
by: Zhan, Zaifu, et al.
Published: (2026)
CoTasks: Chain-of-Thought based Video Instruction Tuning Tasks
by: Wang, Yanan, et al.
Published: (2025)
by: Wang, Yanan, et al.
Published: (2025)
Adaptive Greedy Frame Selection for Long Video Understanding
by: Huang, Yuning, et al.
Published: (2026)
by: Huang, Yuning, et al.
Published: (2026)
EndoCoT: Scaling Endogenous Chain-of-Thought Reasoning in Diffusion Models
by: Dai, Xuanlang, et al.
Published: (2026)
by: Dai, Xuanlang, et al.
Published: (2026)
Similar Items
-
LLMs as Visual Explainers: Advancing Image Classification with Evolving Visual Descriptions
by: Han, Songhao, et al.
Published: (2023) -
Rethinking Chain-of-Thought Reasoning for Videos
by: Zhong, Yiwu, et al.
Published: (2025) -
VideoCoT: A Video Chain-of-Thought Dataset with Active Annotation Tool
by: Wang, Yan, et al.
Published: (2024) -
VisReason: A Large-Scale Dataset for Visual Chain-of-Thought Reasoning
by: Li, Lingxiao, et al.
Published: (2025) -
Reinforcement Learning Tuning for VideoLLMs: Reward Design and Data Efficiency
by: Li, Hongyu, et al.
Published: (2025)