https://www.youngju.dev/blog 천천히 올바르게. AI Researcher & DevOps Engineer Youngju's tech blog. GPU/CUDA, LLM, MLOps, Kubernetes AI workloads, distributed training, and data engineering. ko fjvbn2003@gmail.com (Youngju Kim) fjvbn2003@gmail.com (Youngju Kim) Tue, 30 Jun 2026 00:00:00 GMT https://www.youngju.dev/blog/ai-papers/2026-06-30-sota-monocular-depth-3d.en https://www.youngju.dev/blog/ai-papers/2026-06-30-sota-monocular-depth-3d.en A survey of SOTA trends in 3D vision. We cover monocular depth estimation (relative and metric depth) and the Depth Anything family concept, an overview of stereo and MVS, and the evolution of real-time rendering from NeRF to 3D Gaussian Splatting, centered on architectural principles from representation, learning, and application angles. Tue, 30 Jun 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) ai-papers3d-visionmonocular-depthgaussian-splattingnerfdepth-estimationcomputer-vision https://www.youngju.dev/blog/ai-papers/2026-06-30-sota-monocular-depth-3d.ja https://www.youngju.dev/blog/ai-papers/2026-06-30-sota-monocular-depth-3d.ja 3D ビジョンの SOTA の流れを整理します。単眼深度推定（相対・メートル深度）と Depth Anything 系の概念、ステレオ・MVS の概要、そして NeRF から 3D ガウシアンスプラッティングへと続くリアルタイムレンダリングの発展を、表現・学習・応用の観点からアーキテクチャの原理を中心に見ていきます。 Tue, 30 Jun 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) ai-papers3d-visionmonocular-depthgaussian-splattingnerfdepth-estimationcomputer-vision https://www.youngju.dev/blog/ai-papers/2026-06-30-sota-monocular-depth-3d https://www.youngju.dev/blog/ai-papers/2026-06-30-sota-monocular-depth-3d 3D 비전의 SOTA 흐름을 정리합니다. 단안 깊이 추정(상대·미터 깊이)과 Depth Anything 계열의 개념, 스테레오·MVS 개요, 그리고 NeRF에서 3D 가우시안 스플래팅으로 이어지는 실시간 렌더링의 발전을 표현·학습·응용 관점에서 아키텍처 원리 중심으로 살펴봅니다. Tue, 30 Jun 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) ai-papers3d-visionmonocular-depthgaussian-splattingnerfdepth-estimationcomputer-vision