Table 4 Ablation study on different components of our work on NYU dataset.
From: A simple monocular depth estimation network for balancing complexity and accuracy
Method | \(\delta _1\uparrow\) | AbsRel\(\downarrow\) | RMSE\(\downarrow\) | Params\(\downarrow\) |
|---|---|---|---|---|
Baseline | 0.903 | 0.103 | 0.364 | 76.9M |
Encoder(MSCAN)39+bilinear | 0.911 | 0.097 | 0.348 | 72.8M |
Encoder(MSCAN)39+Decoder(Ours) | 0.911 | 0.097 | 0.348 | 30.9M |
Encoder(MSCAN)39+Decoder(Ours)+WAT | 0.916 | 0.095 | 0.345 | 30.6M |
Encoder(MSCAN)39+Decoder(Ours)+WAT+LMC | 0.925 | 0.091 | 0.331 | 30.9M |
