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Guixian Xu

1 articles · 2 co-authors · latest: 2026-07-16
14 citations · h-index 1 · 10 papersData: Semantic Scholar
Jinglai Li · Junqi Tang

We have retold 1 papers by this author. most often about: Weakly Supervised Learning, Convolutional Neural Networks, dimensionality reduction. 2 co-authors across our retellings.

deep learning in medical imaging · parameter fitting · regularisation · training · Weakly Supervised Learning · Convolutional Neural Networks · dimensionality reduction · Digital Image Processing · entropy
second law of thermodynamics · Bekenstein-Hawking entropy · Boltzmann distribution · first law of thermodynamics · AdS/CFT correspondence · holographic principle · fluctuation-dissipation theorem · law of conservation of energy · zeroth law of thermodynamics · third law of thermodynamics · Landauer's principle · Lindblad equation · Carnot's theorem · Hawking area theorem · Fokker–Planck equation · Boltzmann equation · equipartition theorem · principle of maximum entropy · ergodic theorem · Liouville's theorem
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Image Processing2026-07-161 minarXiv:2607.14894express
Why photo enhancement software fails on unfamiliar images
The photo enhancement algorithm is like a navigator that step by step leads a blurry picture toward a sharp view. It removes noise and distortions, moving pixel by pixel along a familiar map. But if the image was taken in unfamiliar conditions (say, with unusual blur) the map doesn't match the terrain.
Guixian Xu·Jinglai Li·Junqi Tang
Albert EinsteinRainer WeissJames Clerk MaxwellWeakly Supervised LearningConvolutional Neural Networksdimensionality reductionDigital Image Processingdeep learning in medical imaging
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