Search Results for author: Myungseo Song

Found 3 papers, 2 papers with code

A Training-Free Defense Framework for Robust Learned Image Compression

no code implementations22 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.

Image Compression

Unsupervised Pre-Training For Data-Efficient Text-to-Speech On Low Resource Languages

1 code implementation28 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.

Data Augmentation Unsupervised Pre-training

Variable-Rate Deep Image Compression through Spatially-Adaptive Feature Transform

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.

Image Classification Image Compression

Cannot find the paper you are looking for? You can Submit a new open access paper.