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cs.CV2026
Cross-device Collaborative Test-time Adaptation with Zeroth-order Optimization and Model Merging
Yu Mitsuzumi, Akisato Kimura, Yasuhiro Fujiwara +1
Test-time adaptation (TTA) mitigates domain shifts by using incoming test data to update a model on the fly. The majority of TTA methods require resource-intensive backpropagation…
cs.CV2025
BGM2Pose: Active 3D Human Pose Estimation with Non-Stationary Sounds
Yuto Shibata, Yusuke Oumi, Go Irie +3
We propose BGM2Pose, a non-invasive 3D human pose estimation method using arbitrary music (e.g., background music) as active sensing signals. Unlike existing approaches that signif…