no code implementations • 22 Jan 2024 • Myungseo Song, Jinyoung Choi, Bohyung Han
We study the robustness of learned image compression models against adversarial attacks and present a training-free defense technique based on simple image transform functions.
1 code implementation • 28 Mar 2023 • Seongyeon Park, Myungseo Song, Bohyung Kim, Tae-Hyun Oh
We empirically demonstrate the effectiveness of our proposed method in low-resource language scenarios, achieving outstanding performance compared to competing methods.
1 code implementation • ICCV 2021 • Myungseo Song, Jinyoung Choi, Bohyung Han
In addition, the proposed framework allows us to perform task-aware image compressions for various tasks, e. g., classification, by efficiently estimating optimized quality maps specific to target tasks for our encoding network.