Do not think pink elephant!

no code implementations • 22 Apr 2024 • Kyomin Hwang, Suyoung Kim, JunHoo Lee, Nojun Kwak

Large Models (LMs) have heightened expectations for the potential of general AI as they are akin to human intelligence.

Deep Support Vectors

no code implementations • 26 Mar 2024 • JunHoo Lee, Hyunho Lee, Kyomin Hwang, Nojun Kwak

While the success of deep learning is commonly attributed to its theoretical equivalence with Support Vector Machines (SVM), the practical implications of this relationship have not been thoroughly explored.

Decision Making

Mitigating the Bias in the Model for Continual Test-Time Adaptation

no code implementations • 2 Mar 2024 • Inseop Chung, Kyomin Hwang, Jayeon Yoo, Nojun Kwak

Continual Test-Time Adaptation (CTA) is a challenging task that aims to adapt a source pre-trained model to continually changing target domains.

Test-time Adaptation

NICE: CVPR 2023 Challenge on Zero-shot Image Captioning

no code implementations • 5 Sep 2023 • TaeHoon Kim, Pyunghwan Ahn, Sangyun Kim, Sihaeng Lee, Mark Marsden, Alessandra Sala, Seung Hwan Kim, Bohyung Han, Kyoung Mu Lee, Honglak Lee, Kyounghoon Bae, Xiangyu Wu, Yi Gao, Hailiang Zhang, Yang Yang, Weili Guo, Jianfeng Lu, Youngtaek Oh, Jae Won Cho, Dong-Jin Kim, In So Kweon, Junmo Kim, Wooyoung Kang, Won Young Jhoo, Byungseok Roh, Jonghwan Mun, Solgil Oh, Kenan Emir Ak, Gwang-Gook Lee, Yan Xu, Mingwei Shen, Kyomin Hwang, Wonsik Shin, Kamin Lee, Wonhark Park, Dongkwan Lee, Nojun Kwak, Yujin Wang, Yimu Wang, Tiancheng Gu, Xingchang Lv, Mingmao Sun

In this report, we introduce NICE (New frontiers for zero-shot Image Captioning Evaluation) project and share the results and outcomes of 2023 challenge.

Fairness Image Captioning