Abstract: Highlights•A flexible patch-based tracking scheme is proposed for omnidirectional images.•A distortion adaptive multi-feature fusion mechanism is presented for tracking.•An multi-feature constrained on-line learning method is designed to improve robustness.•An on-line weight estimation scheme is developed to select the reliable patches for tracking.
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