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-realtime-video-analysis.en https://www.youngju.dev/blog/ai-papers/2026-06-30-sota-realtime-video-analysis.en A survey of SOTA trends in real-time video analysis. We cover video understanding tasks like action recognition, object tracking, and temporal segmentation, the SAM 2 family concept of video segmentation and tracking, transformer-based video models, and real-time inference optimization through lightening and streaming, centered on architectural principles. Tue, 30 Jun 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) ai-papersvideo-understandingobject-trackingsam2action-recognitionreal-timecomputer-vision https://www.youngju.dev/blog/ai-papers/2026-06-30-sota-realtime-video-analysis.ja https://www.youngju.dev/blog/ai-papers/2026-06-30-sota-realtime-video-analysis.ja リアルタイム動画分析の SOTA の流れを整理します。行動認識・物体追跡・時間的セグメンテーションといった動画理解の課題、SAM 2 系の動画セグメンテーション・追跡の概念、トランスフォーマーベースの動画モデル、そして軽量化・ストリーミングによるリアルタイム推論最適化を、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-papersvideo-understandingobject-trackingsam2action-recognitionreal-timecomputer-vision https://www.youngju.dev/blog/ai-papers/2026-06-30-sota-realtime-video-analysis https://www.youngju.dev/blog/ai-papers/2026-06-30-sota-realtime-video-analysis 실시간 비디오 분석의 SOTA 흐름을 정리합니다. 행동 인식·객체 추적·시간적 분할 같은 비디오 이해 과제, SAM 2 계열의 비디오 분할·추적 개념, 트랜스포머 기반 비디오 모델, 그리고 경량화·스트리밍을 통한 실시간 추론 최적화를 아키텍처 원리 중심으로 살펴봅니다. Tue, 30 Jun 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) ai-papersvideo-understandingobject-trackingsam2action-recognitionreal-timecomputer-vision