Shuming Liu

According to our database, Shuming Liu authored at least 23 papers between 2019 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2026

Small Vision-Language Models are Smart Compressors for Long Video Understanding.

Junjie Fei, Jun Chen, Zechun Liu, Yunyang Xiong, Chong Zhou, Wei Wen, Junlin Han, Mingchen Zhuge, Saksham Suri, Qi Qian, Shuming Liu, Lemeng Wu, Raghuraman Krishnamoorthi, Vikas Chandra, Mohamed Elhoseiny, Chenchen Zhu

CoRR, April, 2026

Neural Computers.

Mingchen Zhuge, Changsheng Zhao, Haozhe Liu, Zijian Zhou, Shuming Liu, Wenyi Wang, Ernie Chang, Gaël Le Lan, Junjie Fei, Wenxuan Zhang, Yasheng Sun, Zhipeng Cai, Zechun Liu, Yunyang Xiong, Yining Yang, Yuandong Tian, Yangyang Shi, Vikas Chandra, Jürgen Schmidhuber

CoRR, April, 2026

VideoAuto-R1: Video Auto Reasoning via Thinking Once, Answering Twice.

Shuming Liu, Mingchen Zhuge, Changsheng Zhao, Jun Chen, Lemeng Wu, Zechun Liu, Chenchen Zhu, Zhipeng Cai, Chong Zhou, Haozhe Liu, Ernie Chang, Saksham Suri, Hongyu Xu, Qi Qian, Wei Wen, Balakrishnan Varadarajan, Zhuang Liu, Hu Xu, Florian Bordes, Raghuraman Krishnamoorthi, Bernard Ghanem, Vikas Chandra, Yunyang Xiong

CoRR, January, 2026

2025

Mixture of States: Routing Token-Level Dynamics for Multimodal Generation.

Haozhe Liu, Ding Liu, Mingchen Zhuge, Zijian Zhou, Tian Xie, Sen He, Yukang Yang, Shuming Liu, Yuren Cong, Jiadong Guo, Hongyu Xu, Ke Xu, Kam Woh Ng, Juan C. Pérez, Juan-Manuel Pérez-Rúa, Tao Xiang, Wei Liu, Shikun Liu, Jürgen Schmidhuber

CoRR, November, 2025

Constructing Semantical Structure by Segmentation Integrated Video Embedding for Temporal Action Detection.

Zixuan Zhao, Shuming Liu, Chengze Zhao, Xu Zhao

IEEE Trans. Circuits Syst. Video Technol., June, 2025

TimeLoc: A Unified End-to-End Framework for Precise Timestamp Localization in Long Videos.

Chen-Lin Zhang, Lin Sui, Shuming Liu, Fangzhou Mu, Zhangcheng Wang, Bernard Ghanem

CoRR, March, 2025

Mindstorms in Natural Language-Based Societies of Mind.

Mingchen Zhuge, Haozhe Liu, Francesco Faccio, Dylan R. Ashley, Róbert Csordás, Anand Gopalakrishnan, Abdullah Hamdi, Hasan Abed Al Kader Hammoud, Vincent Herrmann, Kazuki Irie, Louis Kirsch, Bing Li, Guohao Li, Shuming Liu, Jinjie Mai, Piotr Piekos, Aditya A. Ramesh, Imanol Schlag, Weimin Shi, Aleksandar Stanic, Wenyi Wang, Yuhui Wang, Mengmeng Xu, Deng-Ping Fan, Bernard Ghanem, Jürgen Schmidhuber

Comput. Vis. Media, 2025

Effectiveness of Max-Pooling for Fine-Tuning CLIP on Videos.

Fatimah Zohra, Chen Zhao, Shuming Liu, Bernard Ghanem

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2025

OpenTAD: A Unified Framework and Comprehensive Study of Temporal Action Detection.

Shuming Liu, Chen Zhao, Fatimah Zohra, Mattia Soldan, Alejandro Pardo, Mengmeng Xu, Lama Alssum, Merey Ramazanova, Juan León Alcázar, Anthony Cioppa, Silvio Giancola, Carlos Hinojosa, Bernard Ghanem

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2025

BOLT: Boost Large Vision-Language Model Without Training for Long-form Video Understanding.

Shuming Liu, Chen Zhao, Tianqi Xu, Bernard Ghanem

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2025

2024

Harnessing Temporal Causality for Advanced Temporal Action Detection.

Shuming Liu, Lin Sui, Chen-Lin Zhang, Fangzhou Mu, Chen Zhao, Bernard Ghanem

CoRR, 2024

Boundary Denoising for Video Activity Localization.

Mengmeng Xu, Mattia Soldan, Jialin Gao, Shuming Liu, Juan-Manuel Pérez-Rúa, Bernard Ghanem

Proceedings of the Twelfth International Conference on Learning Representations, 2024

ColorMAE: Exploring Data-Independent Masking Strategies in Masked AutoEncoders.

Carlos Hinojosa, Shuming Liu, Bernard Ghanem

Proceedings of the Computer Vision - ECCV 2024, 2024

End-to-End Temporal Action Detection with 1B Parameters Across 1000 Frames.

Shuming Liu, Chen-Lin Zhang, Chen Zhao, Bernard Ghanem

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024

Look, Listen, and Attack: Backdoor Attacks Against Video Action Recognition.

Hasan Abed Al Kader Hammoud, Shuming Liu, Mohammed Alkhrashi, Fahad Albalawi, Bernard Ghanem

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024

Dr²Net: Dynamic Reversible Dual-Residual Networks for Memory-Efficient Finetuning.

Chen Zhao, Shuming Liu, Karttikeya Mangalam, Guocheng Qian, Fatimah Zohra, Abdulmohsen Alghannam, Jitendra Malik, Bernard Ghanem

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024

2023

ETAD: Training Action Detection End to End on a Laptop.

Shuming Liu, Mengmeng Xu, Chen Zhao, Xu Zhao, Bernard Ghanem

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

Re²TAL: Rewiring Pretrained Video Backbones for Reversible Temporal Action Localization.

Chen Zhao, Shuming Liu, Karttikeya Mangalam, Bernard Ghanem

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

2022

Re^2TAL: Rewiring Pretrained Video Backbones for Reversible Temporal Action Localization.

Chen Zhao, Shuming Liu, Karttikeya Mangalam, Bernard Ghanem

CoRR, 2022

ETAD: A Unified Framework for Efficient Temporal Action Detection.

Shuming Liu, Mengmeng Xu, Chen Zhao, Xu Zhao, Bernard Ghanem

CoRR, 2022

2021

Transferable Knowledge-Based Multi-Granularity Fusion Network for Weakly Supervised Temporal Action Detection.

Haisheng Su, Xu Zhao, Tianwei Lin, Shuming Liu, Zhilan Hu

IEEE Trans. Multim., 2021

2020

TSI: Temporal Scale Invariant Network for Action Proposal Generation.

Shuming Liu, Xu Zhao, Haisheng Su, Zhilan Hu

Proceedings of the Computer Vision - ACCV 2020 - 15th Asian Conference on Computer Vision, Kyoto, Japan, November 30, 2020

2019

Multi-Granularity Fusion Network for Proposal and Activity Localization: Submission to ActivityNet Challenge 2019 Task 1 and Task 2.

Haisheng Su, Xu Zhao, Shuming Liu

CoRR, 2019