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A firefighter uses a drip torch to ignite a prescribed fire. This type of wildland fire is used to reduce the buildup of materials that fuel wildfires. (Credit: U.S. Department of Energy) A 2018 summer researcher presents a poster to Berkeley Lab Scientist John Wu. (Credit: Berkeley Lab) Figure: A general depiction of the encoder-decoder framework with an integrated CRF-RNN layer. The input data is fed into a chosen encoder, which then is upsampled by the U-Net-based decoder. Both the decoder output and the initial image serve as inputs for the CRF-RNN layer, which produces the final pixel-based prediction. (Credit: M. Avaylon, T. Perciano, Z. Bai) A 3d display of a simulated High Luminosity LHC collision event as seen by the ATLAS inner tracking detector (ITk). Image: Atlas Collaboration. Exascale Computing Project Schematic of angular states and HS-AFM snapshots of protein nanorods in their energetically preferred orientations, corresponding to specific directions of the mineral lattice. Orientational free energy landscape and heat map of relative populations at each angle determined from deep learning analysis of HS-AFM data. (Credit: Stephane A. King, PNNL) Grid of sky survey brown
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