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D}}(f^{\text{in}})+\text{Attn}_{\text{row}}(f^{\text{in}}). (9) With this design, the overall computational complexity is reduced from 𝒪((2f⋅h⋅w)2)\mathcal{O}((2f\cdot h\cdot w)^{2}) to 𝒪(2⋅(f⋅h⋅w)2)+f⋅h⋅(2w)2)\mathcal{O}(2\cdot(f\cdot h\cdot w)^{2})+f\cdot h\cdot(2w)^{2}). We report a comparison of the performance differences between these two attention mechanisms in Tab. 5, which demonstrates the efficiency and effectiveness of the proposed decoupled attention scheme. 4 Experiment Table 1: Training Data Information. Dataset Sample Num. Baseline / mm Motion Domain Stereo
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Generate consistent stereo videos directly from RGB data, bypassing depth estimation and monocular-to-stereo conversion, with StereoWorld's novel camera-aware attention mechanisms.
