4 papers
Spectral Gradient Surgery for Domain-Generalizable Dataset Distillation
Minyoung Oh, Najeong Chae, Jae-Young Sim
Dataset Distillation (DD) synthesizes a compact synthetic dataset that preserves the training utility of a full dataset. However, its standard formulation assumes that test data fo…
Lifelong Person Search
Jae-Won Yang, Seungbin Hong, Jae-Young Sim
Person search is the task to localize a query person in gallery datasets of scene images. Existing methods have been mainly developed to handle a single target dataset only, howeve…
Domain Generalizable Person Search Using Unreal Dataset
Minyoung Oh, Duhyun Kim, Jae-Young Sim
Collecting and labeling real datasets to train the person search networks not only requires a lot of time and effort, but also accompanies privacy issues. The weakly-supervised and…
Lifelong Person Re-Identification with Backward-Compatibility
Minyoung Oh, Jae-Young Sim
Lifelong person re-identification (LReID) assumes a practical scenario where the model is sequentially trained on continuously incoming datasets while alleviating the catastrophic…