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JD Tech

Apr 21, 2025 · Artificial Intelligence

End-to-End 3D Spatial Video Generation via Monocular Depth Estimation, Novel View Synthesis, and MV‑HEVC Encoding

This article presents a comprehensive AI‑driven pipeline that converts 2D video into immersive 3D spatial video by leveraging monocular depth estimation, depth‑warping novel view synthesis, a multi‑branch inpainting module, a large‑scale StereoV1K dataset, and efficient MV‑HEVC compression, with results validated at ICME 2025 and deployed in JD Vision services.

3D videoAIAIGC

0 likes · 20 min read

End-to-End 3D Spatial Video Generation via Monocular Depth Estimation, Novel View Synthesis, and MV‑HEVC Encoding

JD Retail Technology

Apr 16, 2025 · Artificial Intelligence

AI‑Driven 3D Spatial Video Generation from Monocular 2D Content with MV‑HEVC Encoding

This work presents an end‑to‑end AI pipeline that transforms existing monocular 2D videos into immersive 3D spatial streams by combining DINO‑v2‑based depth estimation, multi‑branch view synthesis, and MV‑HEVC encoding, achieving up to 33 % BD‑Rate reduction, 31 % speed gains, state‑of‑the‑art visual quality, and real‑time production suitability, validated on the new StereoV1K benchmark and deployed in JD.Vision’s e‑commerce catalog.

3D videoAI generationAIGC

0 likes · 21 min read

AI‑Driven 3D Spatial Video Generation from Monocular 2D Content with MV‑HEVC Encoding

Tencent Cloud Developer

Aug 2, 2023 · Fundamentals

MV-HEVC and Its Application in 3D Video Encoding for Apple Vision Pro

Apple Vision Pro supports MV‑HEVC, a multi‑view extension of HEVC that reduces inter‑view redundancy, enabling efficient 3D video encoding; Tencent’s V265 encoder implements it, achieving over 50 % bitrate savings for the secondary view and roughly 20 % overall bandwidth reduction while preserving visual quality.

3D videoApple Vision ProMV-HEVC

0 likes · 11 min read

MV-HEVC and Its Application in 3D Video Encoding for Apple Vision Pro

Tencent Architect

Jul 27, 2023 · Fundamentals

Understanding MV-HEVC: Advances in 3D Video Encoding and V265 Support for Apple Vision Pro

This article explains the fundamentals of 3D video imaging, compares traditional 3D encoding methods with the MV-HEVC standard, and details how Tencent's V265 encoder implements MV-HEVC to achieve significant bitrate savings for Apple Vision Pro and other multiview applications.

3D videoApple Vision ProMV-HEVC

0 likes · 10 min read

Understanding MV-HEVC: Advances in 3D Video Encoding and V265 Support for Apple Vision Pro