1756-OF6VI
1756-OF6VI
對不同網絡結構在圖像修復中的性能進行了評價。在他們的實驗中，對于從粗到細的結構，沒有使用上下文注意力。對于三個分支中感受野固定的GMCNN，采用大小為5×5的過濾器。對于具有不同感受野的GMCNN，三個分支分別使用了3×3、5×5和7×7的kernel。定量和定性結果分別見表2和圖5。顯然，具有不同感受野的GMCNN提供了的修復效果。
除了網絡結構的選擇和多重感受野的使用，作者還研究了兩個提出的損失項的有效性，即信心驅動重建損失和ID-MRF損失。
圖6，對Paris StreetView數據集上不同重建損失的定性比較。(a)輸入圖像(b)空間折現損失(c)提出的置信驅動重建損失
圖6顯示了不同重建損失的視覺對比，即空間折現損失和提出的置信度驅動重建損失。請注意，空間折現損失根據像素的空間位置獲得權重掩碼，而提出的置信驅動重建損失通過將掩碼圖像與高斯濾波器進行多次卷積獲得權重掩碼。兩位作者聲稱，由置信度驅動的重建損失效果更好。從我自己的經驗來看，這兩種重建損失是相似的。也許你可以試一試。
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