2 code implementations • 22 Mar 2024 • Yi Wang, Kunchang Li, Xinhao Li, Jiashuo Yu, Yinan He, Guo Chen, Baoqi Pei, Rongkun Zheng, Jilan Xu, Zun Wang, Yansong Shi, Tianxiang Jiang, Songze Li, Hongjie Zhang, Yifei HUANG, Yu Qiao, Yali Wang, LiMin Wang
We introduce InternVideo2, a new video foundation model (ViFM) that achieves the state-of-the-art performance in action recognition, video-text tasks, and video-centric dialogue.
Ranked #1 on Audio Classification on ESC-50 (using extra training data)
3 code implementations • 11 Mar 2024 • Kunchang Li, Xinhao Li, Yi Wang, Yinan He, Yali Wang, LiMin Wang, Yu Qiao
Addressing the dual challenges of local redundancy and global dependencies in video understanding, this work innovatively adapts the Mamba to the video domain.
1 code implementation • 20 Oct 2023 • Yu Sun, Xinhao Li, Karan Dalal, Chloe Hsu, Sanmi Koyejo, Carlos Guestrin, Xiaolong Wang, Tatsunori Hashimoto, Xinlei Chen
Our inner loop turns out to be equivalent to linear attention when the inner-loop learner is only a linear model, and to self-attention when it is a kernel estimator.
1 code implementation • 2 Oct 2023 • Xinhao Li, LiMin Wang
In this paper, our goal is to present a zero-cost adaptation paradigm (ZeroI2V) to transfer the image transformers to video recognition tasks (i. e., introduce zero extra cost to the adapted models during inference).
Ranked #5 on Action Recognition on UCF101 (using extra training data)
1 code implementation • 13 Jul 2023 • Yi Wang, Yinan He, Yizhuo Li, Kunchang Li, Jiashuo Yu, Xin Ma, Xinhao Li, Guo Chen, Xinyuan Chen, Yaohui Wang, Conghui He, Ping Luo, Ziwei Liu, Yali Wang, LiMin Wang, Yu Qiao
Specifically, we utilize a multi-scale approach to generate video-related descriptions.
1 code implementation • 5 Oct 2020 • Tianfan Fu, Cao Xiao, Xinhao Li, Lucas M. Glass, Jimeng Sun
Molecule optimization is a fundamental task for accelerating drug discovery, with the goal of generating new valid molecules that maximize multiple drug properties while maintaining similarity to the input molecule.