Table 4

Ablation study on gradient gating mechanisms.

Training configuration Depth RMSE (m) Path smoothness (m−1) Training stability (variance) Task success rate (%)
(a) No Joint Training 0.75 0.25 0.045 76.8
(b) Joint w/o Gating 0.67 0.21 0.033 85.2
(c) Joint + Gating (Proposed) 0.61 0.18 0.024 94.5

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