Abstract: Highlights•A multi-level augmented inpainting network is proposed to harmonize the inter and intra level contexts rationally.•A pyramid reconstruction structure is designed to realize the inter-level feature fusion.•A spatial similarity based attention mechanism is proposed to guarantee the local intra-level continuity.
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