2 papers
cs.CV2025
Flatness-aware Curriculum Learning via Adversarial Difficulty
Hiroaki Aizawa, Yoshikazu Hayashi
Neural networks trained by empirical risk minimization often suffer from overfitting, especially to specific samples or domains, which leads to poor generalization. Curriculum Lear…
cs.CV2025
Vision-Language In-Context Learning Driven Few-Shot Visual Inspection Model
Shiryu Ueno, Yoshikazu Hayashi, Shunsuke Nakatsuka +3
We propose general visual inspection model using Vision-Language Model~(VLM) with few-shot images of non-defective or defective products, along with explanatory texts that serve as…