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AIWalker
AIWalker
Aug 3, 2025 · Artificial Intelligence

Tree-Guided CNN Boosts Image Super-Resolution in Joint University Study

A collaborative team from five universities proposes a tree-structured convolutional neural network that leverages binary‑tree guidance, cosine cross‑domain extraction, and an adaptive Nesterov momentum optimizer to markedly improve image super‑resolution performance.

adaptive optimizercomputer visiondeep learning
0 likes · 5 min read
Tree-Guided CNN Boosts Image Super-Resolution in Joint University Study
AIWalker
AIWalker
Jun 2, 2025 · Artificial Intelligence

Multi-University Team Proposes Tree-Guided CNN for Image Super-Resolution

The paper presents a tree‑guided convolutional neural network that leverages binary‑tree structures, cosine‑based cross‑domain feature extraction, and an adaptive Nesterov momentum optimizer to enhance key layer interactions, achieving superior image super‑resolution performance as demonstrated by extensive experiments.

adaptive Nesterov optimizercosine feature extractiondeep learning
0 likes · 5 min read
Multi-University Team Proposes Tree-Guided CNN for Image Super-Resolution