iQIYI Technical Product Team
May 8, 2020 · Artificial Intelligence
Deep Learning‑Based 2D‑to‑3D Conversion for VR Content
iQIYI’s deep‑learning pipeline converts single‑view images into high‑quality stereo pairs for VR by training on side‑by‑side 3D movies, employing a Monodepth‑based encoder‑decoder, a CVAE to encode camera parameters, ConvLSTM for temporal consistency, and disparity‑guided inpainting to fill occlusion holes, achieving stable, continuous depth maps validated through extensive human 3‑D effect assessments.
2D-to-3DDeep LearningDepth Estimation
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