Research map / Image generation / Editing and style transfer
CISI-net: Explicit Latent Content Inference and Imitated Style Rendering for Image Inpainting
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| separate content and style codes instead of a single fully convolutional code (ablation) | CISI-net · Paris StreetView / Places2 (qualitative) | visual detail of inpainted content | Helped |
| add latent content-code loss guiding content inference (ablation) | CISI-net · Paris StreetView / Places2 (qualitative) | structure correctness | Helped |
| add weighted reconstruction loss emphasizing the missing region (ablation) | CISI-net · Paris StreetView / Places2 (qualitative) | structure and texture detail | Helped |
| CISI-net vs two-stage GntIpt with patch matching | CISI-net · Paris StreetView | PSNR (dB): 19.85 -> 20.05 | Helped |
| single-pass content/style decoding instead of two-stage refinement | CISI-net · Paris StreetView | inference time (ms): 285 -> 161 | Helped |
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