Multi-LLM Text Summarization

no code implementations • 20 Dec 2024 • Jiangnan Fang, Cheng-Tse Liu, Jieun Kim, Yash Bhedaru, Ethan Liu, Nikhil Singh, Nedim Lipka, Puneet Mathur, Nesreen K. Ahmed, Franck Dernoncourt, Ryan A. Rossi, Hanieh Deilamsalehy

However, during evaluation, our multi-LLM centralized summarization approach leverages a single LLM to evaluate the summaries and select the best one whereas k LLMs are used for decentralized multi-LLM summarization.

Text Summarization

CycleMorph: Cycle Consistent Unsupervised Deformable Image Registration

no code implementations • 13 Aug 2020 • Boah Kim, Dong Hwan Kim, Seong Ho Park, Jieun Kim, June-Goo Lee, Jong Chul Ye

However, the existing deep learning methods still have limitation in the preservation of original topology during the deformation with registration vector fields.

Image Registration Medical Image Analysis

Unsupervised Deformable Image Registration Using Cycle-Consistent CNN

no code implementations • 2 Jul 2019 • Boah Kim, Jieun Kim, June-Goo Lee, Dong Hwan Kim, Seong Ho Park, Jong Chul Ye

Medical image registration is one of the key processing steps for biomedical image analysis such as cancer diagnosis.

Medical Image Registration Unsupervised Image Registration

BAN: Focusing on Boundary Context for Object Detection

no code implementations • 13 Nov 2018 • Yonghyun Kim, Taewook Kim, Bong-Nam Kang, Jieun Kim, Daijin Kim

To verify our method, we visualize the activation of the sub-networks according to the boundary contexts and empirically show that the sub-networks contribute more to the related sub-problem in detection.

Object object-detection +1