Oryx MLLM: On-Demand Spatial-Temporal Understanding at Arbitrary Resolution

19 September 2024

Zuyan Liu

Yuhao Dong

Ziwei Liu

Winston Hu

Jiwen Lu

Yongming Rao

ObjD

ArXiv PDF HTML

Papers citing "Oryx MLLM: On-Demand Spatial-Temporal Understanding at Arbitrary Resolution"

37 / 37 papers shown

Title
StreamBridge: Turning Your Offline Video Large Language Model into a Proactive Streaming Assistant Haibo Wang Bo Feng Zhengfeng Lai Mingze Xu Shiyu Li Weifeng Ge Afshin Dehghan Meng Cao Ping-Chia Huang OffRL 36 3 0 08 May 2025
ActionArt: Advancing Multimodal Large Models for Fine-Grained Human-Centric Video Understanding Yi-Xing Peng Q. Yang Yu-Ming Tang Shenghao Fu Kun-Yu Lin Xihan Wei Wei-Shi Zheng 38 0 0 25 Apr 2025
VEU-Bench: Towards Comprehensive Understanding of Video Editing Bozheng Li Y. Wu Yi Lu Jiashuo Yu Licheng Tang Jiawang Cao Wenqing Zhu Yuyang Sun Jay Wu Wenbo Zhu 34 0 0 24 Apr 2025
$VideoVista-CulturalLingo: 360$^\circ$ Horizons-Bridging Cultures, Languages, and Domains in Video Comprehension$ VideoVista-CulturalLingo: 360 $^\circ$ Horizons-Bridging Cultures, Languages, and Domains in Video Comprehension Xinyu Chen Yunxin Li Haoyuan Shi Baotian Hu Wenhan Luo Yaowei Wang M. Zhang ELM 57 0 0 23 Apr 2025
MR. Video: "MapReduce" is the Principle for Long Video Understanding Ziqi Pang Yu-xiong Wang VLM 30 0 0 22 Apr 2025
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models Jinguo Zhu Weiyun Wang Zhe Chen Z. Liu Shenglong Ye ... D. Lin Yu Qiao Jifeng Dai Wenhai Wang W. Wang MLLM VLM 54 6 1 14 Apr 2025
Mavors: Multi-granularity Video Representation for Multimodal Large Language Model Yang Shi Jiaheng Liu Yushuo Guan Z. Wu Y. Zhang ... Bohan Zeng W. Zhang Fuzheng Zhang Wenjing Yang Di Zhang VGen VLM 63 0 0 14 Apr 2025
LVC: A Lightweight Compression Framework for Enhancing VLMs in Long Video Understanding Ziyi Wang Haoran Wu Yiming Rong Deyang Jiang Yixin Zhang Y. Zhao Shuang Xu Bo Xu VLM 38 0 0 09 Apr 2025
SmolVLM: Redefining small and efficient multimodal models Andres Marafioti Orr Zohar Miquel Farré Merve Noyan Elie Bakouch ... Hugo Larcher Mathieu Morlon Lewis Tunstall Leandro von Werra Thomas Wolf VLM 26 4 0 07 Apr 2025
Scaling Video-Language Models to 10K Frames via Hierarchical Differential Distillation Chuanqi Cheng Jian-Yu Guan Wei Yu Wu Rui Yan VLM 40 0 0 03 Apr 2025
Slow-Fast Architecture for Video Multi-Modal Large Language Models Min Shi Shihao Wang Chieh-Yun Chen Jitesh Jain Kai Wang Junjun Xiong Guilin Liu Zhiding Yu Humphrey Shi 31 1 0 02 Apr 2025
TimeSearch: Hierarchical Video Search with Spotlight and Reflection for Human-like Long Video Understanding Junwen Pan Rui Zhang Xin Wan Yuan Zhang Ming Lu Qi She VLM 34 1 0 02 Apr 2025
Beyond Intermediate States: Explaining Visual Redundancy through Language Dingchen Yang Bowen Cao Anran Zhang Weibo Gu Winston Hu Guang Chen VLM 66 0 0 26 Mar 2025
From Trial to Triumph: Advancing Long Video Understanding via Visual Context Sample Scaling and Self-reward Alignment Yucheng Suo Fan Ma Linchao Zhu T. Wang Fengyun Rao Yi Yang LRM 68 0 0 26 Mar 2025
SlowFast-LLaVA-1.5: A Family of Token-Efficient Video Large Language Models for Long-Form Video Understanding Mingze Xu Mingfei Gao Shiyu Li Jiasen Lu Zhe Gan Zhengfeng Lai Meng Cao Kai Kang Y. Yang Afshin Dehghan 43 1 0 24 Mar 2025
Video-XL-Pro: Reconstructive Token Compression for Extremely Long Video Understanding Xiangrui Liu Yan Shu Zheng Liu Ao Li Yang Tian Bo Zhao VGen VLM 86 0 0 24 Mar 2025
4D-Bench: Benchmarking Multi-modal Large Language Models for 4D Object Understanding Wenxuan Zhu Bing Li Cheng Zheng Jinjie Mai Jun-Cheng Chen ... Abdullah Hamdi Sara Rojas Martinez Chia-Wen Lin Mohamed Elhoseiny Bernard Ghanem VLM 43 0 0 22 Mar 2025
Impossible Videos Zechen Bai Hai Ci Mike Zheng Shou EGVM VGen 65 0 0 18 Mar 2025
Quantum EigenGame for excited state calculation David Quiroga Jason Han Anastasios Kyrillidis 38 1 0 17 Mar 2025
ViSpeak: Visual Instruction Feedback in Streaming Videos Shenghao Fu Q. Yang Yuan-Ming Li Yi-Xing Peng Kun-Yu Lin Xihan Wei Jian-Fang Hu Xiaohua Xie Wei-Shi Zheng VLM 55 1 0 17 Mar 2025
V-STaR: Benchmarking Video-LLMs on Video Spatio-Temporal Reasoning Zixu Cheng Jian Hu Ziquan Liu Chenyang Si Wei Li Shaogang Gong LRM 56 2 0 14 Mar 2025
Vamba: Understanding Hour-Long Videos with Hybrid Mamba-Transformers Weiming Ren Wentao Ma Huan Yang Cong Wei Ge Zhang Wenhu Chen Mamba 52 3 0 14 Mar 2025
LVAgent: Long Video Understanding by Multi-Round Dynamical Collaboration of MLLM Agents Boyu Chen Zhengrong Yue Siran Chen Z. Wang Yang Liu Peng Li Y. Wang VLM 55 0 0 13 Mar 2025
EVE: Towards End-to-End Video Subtitle Extraction with Vision-Language Models Haiyang Yu Jinghui Lu Yanjie Wang Yang Li H. Wang Can Huang B. Li VLM 49 1 0 06 Mar 2025
EgoLife: Towards Egocentric Life Assistant Jingkang Yang Shuai Liu Hongming Guo Yuhao Dong X. Zhang ... Joerg Widmer Francesco Gringoli Lei Yang Bo Li Z. Liu EgoV 43 2 0 05 Mar 2025
Robin3D: Improving 3D Large Language Model via Robust Instruction Tuning Weitai Kang Haifeng Huang Yuzhang Shang Mubarak Shah Yan Yan 38 7 0 21 Feb 2025
SVBench: A Benchmark with Temporal Multi-Turn Dialogues for Streaming Video Understanding Zhenyu Yang Y. Hu Zemin Du Dizhan Xue Shengsheng Qian Jiahong Wu Fan Yang W. Dong Changsheng Xu 36 2 0 15 Feb 2025
HumanOmni: A Large Vision-Speech Language Model for Human-Centric Video Understanding Jiaxing Zhao Q. Yang Yixing Peng Detao Bai Shimin Yao ... Xiang Chen Shenghao Fu Weixuan chen Xihan Wei Liefeng Bo VGen AuLLM 48 5 0 28 Jan 2025
MotionBench: Benchmarking and Improving Fine-grained Video Motion Understanding for Vision Language Models Wenyi Hong Yean Cheng Z. Yang Weihan Wang Lefan Wang Xiaotao Gu Shiyu Huang Yuxiao Dong J. Tang CoGe VLM 60 4 0 06 Jan 2025
ReTaKe: Reducing Temporal and Knowledge Redundancy for Long Video Understanding Xiao Wang Qingyi Si Jianlong Wu Shiyu Zhu Li Cao Liqiang Nie VLM 51 6 0 29 Dec 2024
LLaVA-UHD v2: an MLLM Integrating High-Resolution Semantic Pyramid via Hierarchical Window Transformer Yipeng Zhang Y. Liu Zonghao Guo Yidan Zhang Xuesong Yang ... Yuan Yao Zhiyuan Liu Tat-Seng Chua Maosong Sun Maosong Sun MLLM VLM 73 0 0 18 Dec 2024
Do Language Models Understand Time? Xi Ding Lei Wang 143 0 0 18 Dec 2024
VideoICL: Confidence-based Iterative In-context Learning for Out-of-Distribution Video Understanding Kangsan Kim G. Park Youngwan Lee Woongyeong Yeo Sung Ju Hwang 81 3 0 03 Dec 2024
SEAL: Semantic Attention Learning for Long Video Representation Lan Wang Yujia Chen Wen-Sheng Chu Vishnu Naresh Boddeti Du Tran VLM 65 0 0 02 Dec 2024
Video-RAG: Visually-aligned Retrieval-Augmented Long Video Comprehension Yongdong Luo Xiawu Zheng Xiao Yang Guilin Li Haojia Lin Jinfa Huang Jiayi Ji Fei Chao Jiebo Luo Rongrong Ji VLM 68 12 0 20 Nov 2024
VidComposition: Can MLLMs Analyze Compositions in Compiled Videos? Yunlong Tang Junjia Guo Hang Hua Susan Liang Mingqian Feng ... Chao Huang Jing Bi Zeliang Zhang Pooyan Fazli Chenliang Xu CoGe 58 8 0 17 Nov 2024
VideoTree: Adaptive Tree-based Video Representation for LLM Reasoning on Long Videos Ziyang Wang Shoubin Yu Elias Stengel-Eskin Jaehong Yoon Feng Cheng Gedas Bertasius Mohit Bansal 31 56 0 29 May 2024