Stability AI

“displaces the ground truth by about 45 mm (median) on moving points — an error floor its network cannot go below”

“Ctrl-World [1], an SVD-based controllable world model trained on DROID [18] forms our backbone”

“At equal training budget, DepthWorld gains +1.48 dB PSNR over an RGB-only baseline of identical architecture and data”