视频大模型

SIMS-V: Simulated Instruction-Tuning for Spatial Video Understanding

Ellis Brown, Arijit Ray, Ranjay Krishna, Ross Girshick, Rob Fergus, Saining Xie

机构 * New York University（纽约大学） ； Boston University（波士顿大学） ； AllenAI ； Vercept 纠错

专题命中 视频理解 ：video understanding(title,abstract)；分类 cs.CV

Comments Project page: https://ellisbrown.github.io/sims-v

DreamRunner: Fine-Grained Compositional Story-to-Video Generation with Retrieval-Augmented Motion Adaptation

Zun Wang, Jialu Li, Han Lin, Jaehong Yoon, Mohit Bansal

专题命中 视频生成 ：video generation(title,abstract)；text-to-video(abstract)；分类 cs.CV

Comments AAAI 2026, Project website: https://zunwang1.github.io/DreamRunner

Q2E: Query-to-Event Decomposition for Zero-Shot Multilingual Text-to-Video Retrieval

Shubhashis Roy Dipta, Francis Ferraro

机构 * Department of Computer Science and Electrical Engineering University of Maryland Baltimore County（计算机科学与电气工程系马里兰大学巴尔的摩县） 纠错

专题命中 视频生成 ：text-to-video(title,abstract)；分类 cs.CV

Comments Accepted in IJCNLP-AACL 2025 (also presented in MAGMAR 2025 at ACL 2025)

FlashI2V: Fourier-Guided Latent Shifting Prevents Conditional Image Leakage in Image-to-Video Generation

Yunyang Ge, Xinhua Cheng, Chengshu Zhao, Xianyi He, Shenghai Yuan, Bin Lin, Bin Zhu, Li Yuan

机构 * Peking University, Shenzhen Graduate School（北京大学深圳研究生院） ； Peng Cheng Laboratory（鹏城实验室） ； Rabbitpre AI 纠错

专题命中 视频生成 ：video generation(title)；分类 cs.CV

LiteAttention: A Temporal Sparse Attention for Diffusion Transformers

Dor Shmilovich, Tony Wu, Aviad Dahan, Yuval Domb

专题命中 视频扩散模型 ：video generation(abstract)；video diffusion(abstract)；分类 cs.CV

RealisticDreamer: Guidance Score Distillation for Few-shot Gaussian Splatting

Ruocheng Wu, Haolan He, Yufei Wang, Zhihao Li, Bihan Wen

机构 * University of Electronic Science and Technology of China（电子科技大学） ； Nanyang Technological University（南洋理工大学） 纠错

专题命中 视频扩散模型 ：video diffusion(abstract)；分类 cs.CV

NeuS-QA: Grounding Long-Form Video Understanding in Temporal Logic and Neuro-Symbolic Reasoning

Sahil Shah, S P Sharan, Harsh Goel, Minkyu Choi, Mustafa Munir, Manvik Pasula, Radu Marculescu, Sandeep Chinchali

专题命中 视频问答 ：video understanding(title)；long video(abstract)；分类 cs.CV

Short-Window Sliding Learning for Real-Time Violence Detection via LLM-based Auto-Labeling

Seoik Jung, Taekyung Song, Yangro Lee, Sungjun Lee

机构 * PIA-SPACE Inc.（PIA-SPACE公司） 纠错

专题命中 长视频与时序推理 ：long video(abstract)；分类 cs.CV

Comments 5 pages, 2 figures. Accepted paper for the IEIE (Institute of Electronics and Information Engineers) Fall Conference 2025. Presentation on Nov 27, 2025

EmoVid: A Multimodal Emotion Video Dataset for Emotion-Centric Video Understanding and Generation

Zongyang Qiu, Bingyuan Wang, Xingbei Chen, Yingqing He, Zeyu Wang

专题命中 视频数据与评测 ：video understanding(title)；video generation(abstract)；text-to-video(abstract)；分类 cs.CV

Comments 15 pages, 12 figures. Accepted as an Oral presentation at AAAI 2026. For code and dataset, see https://zane-zyqiu.github.io/EmoVid