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cs.CV2025
Interpretable Failure Detection with Human-Level Concepts
Kien X. Nguyen, Tang Li, Xi Peng
Reliable failure detection holds paramount importance in safety-critical applications. Yet, neural networks are known to produce overconfident predictions for misclassified samples…
cs.CV2024
SeafloorAI: A Large-scale Vision-Language Dataset for Seafloor Geological Survey
Kien X. Nguyen, Fengchun Qiao, Arthur Trembanis +1
A major obstacle to the advancements of machine learning models in marine science, particularly in sonar imagery analysis, is the scarcity of AI-ready datasets. While there have be…