2 citations · 3 across the 2 of their papers we have counts for
3 papers · 1 filter
Sparsity-Adaptive Sharpness-Aware Minimization
Shiryu Ueno, Yoshikazu Hayashi, Kunihito Kato
Deploying deep neural networks in real-world settings requires models that are both compact and robust to common corruptions. However, at deployment-relevant high sparsity, standar…
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…
Benchmarking of Query Strategies: Towards Future Deep Active Learning
Shiryu Ueno, Yusei Yamada, Shunsuke Nakatsuka +1
In this study, we benchmark query strategies for deep actice learning~(DAL). DAL reduces annotation costs by annotating only high-quality samples selected by query strategies. Exis…