1756-OF6CI到貨
1756-OF6CI
在之前的文章中，尋找和缺失區域最相似的圖像patch的過程是嵌入到生成網絡中的，在這個工作中，該過程只是用來設計一個新的損失項用于訓練。
由于缺少的區域沒有“正確”的，像素級重建精度損失項(即L1損失)似乎不適用于圖像修復。作者提出了基于缺失像素的空間位置，對L1損失項進行加權。靠近有效像素的空間位置對于L1的損失應該有更高的權值，因為它們對重構有更合理的參考，反之亦然。
在我看來，本文遵循了我們之前提到的圖像修復的趨勢。首先，作者采用了擴展卷積的多分支CNN，而不是單一分支。三個不同的kernel大小被用于三個不同的分支，以實現不同的感受野和提取不同分辨率的特征。
其次，引入兩個新的損失項來訓練網絡，分別是置信度驅動的重建損失和隱多樣化馬爾可夫隨機場(ID-MRF)損失。置信度驅動的重建損失是一個加權的L1損失，而ID-MRF損失與預訓練的VGG網絡計算的特征patch比較有關。
圖1顯示了本文方法的一些修復結果。你可以放大以更好地查看這些高質量的結果。
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