3 papers
cs.CV2026
Measurement Plasticity: Sensor-Level Adaptation for Vision-Language Models
Boyeong Im, Wooseok Lee, Yoojin Kwon +1
We propose Multi-View Physical-prompt (MVP) for Test-Time Adaptation (TTA), a forward-only framework that moves TTA from tokens to photons by treating the camera exposure triangle…
cs.CV2026
Tracking the Discriminative Axis: Dual Prototypes for Test-Time OOD Detection Under Covariate Shift
Wooseok Lee, Jin Mo Yang, Saewoong Bahk +1
For reliable deployment of deep-learning systems, out-of-distribution (OOD) detection is indispensable. In the real world, where test-time inputs often arrive as streaming mixtures…
cs.CV2025
Frequency Composition for Compressed and Domain-Adaptive Neural Networks
Yoojin Kwon, Hongjun Suh, Wooseok Lee +3
Modern on-device neural network applications must operate under resource constraints while adapting to unpredictable domain shifts. However, this combined challenge-model compressi…