A viewpoint sequence generated by our VPFormer-based active sensing framework in a narrow, cluttered environment. Rows 1-4 exhibit the robot viewpoint configurations, in-hand camera observations, scene representations, and scene after object shape completion. Each column's results come from the same viewpoint at a specific time step. The final reconstructed scene is shown in bottom right figure.