Depth Anything in 360: Towards Scale Invariance in the Wild
DA360 adapts Depth Anything V2 for 360° panoramic images to estimate depth robustly in unconstrained environments. It introduces a learnable shift parameter from the ViT backbone and circular padding to create scale-invariant depth estimates. This allows for the direct generation of well-formed 3D point clouds, significantly improving accuracy over existing methods.