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Donghwa Kim

3 accepted papers

2025

Provable Benefit of Random Permutations over Uniform Sampling in Stochastic Coordinate Descent

ICML 2025poster

We analyze the convergence rates of two popular variants of coordinate descent (CD): random CD (RCD), in which the coordinates are sampled uniformly at random, and random-permutation CD (RPCD), in which random permutations are used to select the update indices. Despite abundant empirical evidence th…

Cited by 0SourcePDFScholar
2024

Finding NeMo: Negative-mined Mosaic Augmentation for Referring Image Segmentation

ECCV 2024poster

"Referring Image Segmentation is a comprehensive task to segment an object referred by a textual query from an image. In nature, the level of difficulty in this task is affected by the existence of similar objects and the complexity of the referring expression. Recent RIS models still show a signifi…

Cited by 0SourcePDFScholar
2024

Towards a Complete Benchmark on Video Moment Localization

AISTATS 2024poster

In this paper, we propose and conduct a comprehensive benchmark on moment localization task, which aims to retrieve a segment that corresponds to a text query from a single untrimmed video. Our study starts from an observation that most moment localization papers report experimental results only on…