Alapfogalmak
Proposing 3R-INN to reduce energy consumption in video distribution chains by providing high-quality content with minimal power usage.
Kivonat
The article introduces 3R-INN, a network that reduces energy consumption in video distribution chains by providing high-quality content with minimal power usage. It focuses on the importance of reducing the carbon footprint of video consumption and offers a solution through 3R-INN. The network performs three tasks simultaneously: rescaling, removing film grain, and reducing display energy. Experimental results show significant energy savings and outperformance of state-of-the-art methods. The paper also discusses related works, proposed approach, training details, evaluation metrics, ablation study results, and end-to-end energy reduction experiments.
Structure:
Introduction to the issue of energy consumption in video distribution chains.
Proposal of 3R-INN for reducing energy consumption.
Explanation of the tasks performed by 3R-INN: rescaling, film grain removal, and display energy reduction.
Experimental results showcasing significant energy savings and performance comparisons.
Discussion on related works and proposed approach.
Training details and evaluation metrics used.
Ablation study results on different configurations of the model.
End-to-end energy reduction experiments conducted on video sequences.
Statisztikák
ビデオの消費によるエネルギー量は膨大であり、その削減が重要。
3R-INNは高品質なコンテンツを提供しつつ、最小限の電力使用でエネルギー消費を削減する。
実験結果は、著しいエネルギー節約と他の最先端技術の性能を上回っていることを示している。