video processing

"実験結果によると、ELLMPEGフレームワークを組み合わせたQwen2.5は、FFmpegとVVenCの両方のデータセットにおいて、他のすべてのオープンソースモデルを上回り、平均78％のコマンド生成精度をAPIの繰り返しコストゼロで達成しました。"

""Show me the video and create a list!" is now a reality."

"The article acknowledges that factors such as low resolution videos, compressed videos for SNS use, and AI-generated videos with imperfect details are challenges that limit video quality."

"The article is from ArXiv, indicating peer review or pre-print status."

"The research focuses on adaptive tool-use for image and video tasks."