OpenBA-V2: Reaching 77.3% High Compression Ratio with Fast Multi-Stage Pruning

1 code implementation • 9 May 2024 • Dan Qiao, Yi Su, Pinzheng Wang, Jing Ye, Wenjing Xie, Yuechi Zhou, Yuyang Ding, Zecheng Tang, Jikai Wang, Yixin Ji, Yue Wang, Pei Guo, Zechen Sun, Zikang Zhang, Juntao Li, Pingfu Chao, Wenliang Chen, Guohong Fu, Guodong Zhou, Qiaoming Zhu, Min Zhang

Large Language Models (LLMs) have played an important role in many fields due to their powerful capabilities. However, their massive number of parameters leads to high deployment requirements and incurs significant inference costs, which impedes their practical applications.

Common Sense Reasoning named-entity-recognition +2

CaptainCook4D: A dataset for understanding errors in procedural activities

no code implementations • 22 Dec 2023 • Rohith Peddi, Shivvrat Arya, Bharath Challa, Likhitha Pallapothula, Akshay Vyas, Jikai Wang, Qifan Zhang, Vasundhara Komaragiri, Eric Ragan, Nicholas Ruozzi, Yu Xiang, Vibhav Gogate

Following step-by-step procedures is an essential component of various activities carried out by individuals in their daily lives.

Procedure Learning

Layered-Garment Net: Generating Multiple Implicit Garment Layers from a Single Image

no code implementations • 22 Nov 2022 • Alakh Aggarwal, Jikai Wang, Steven Hogue, Saifeng Ni, Madhukar Budagavi, Xiaohu Guo

To the best of our knowledge, LGN is the first research work to generate intersection-free multiple layers of garments on the human body from a single image.

MIMT: Multi-Illuminant Color Constancy via Multi-Task Local Surface and Light Color Learning

no code implementations • 16 Nov 2022 • Shuwei Li, Jikai Wang, Michael S. Brown, Robby T. Tan

To have better cues of the local surface/light colors under multiple light color conditions, we design a novel multi-task learning framework.

Color Constancy Edge Detection +1