Ashish Patel 🇮🇳’s Post

𝗗𝗮𝘆-𝟭𝟬𝟭 Computer Vision Learning 𝗗𝗲𝗻𝘀𝗲𝗩𝗼𝘅𝗡𝗲𝘁 — Volumetric Brain Segmentation (Biomedical Image Segmentation) by The Chinese University of Hong Kong, Chang Guang University, The Hong Kong Polytechnic University, Chinese Academy of Sciences Follow me for similar post : 🇮🇳 Ashish Patel Interesting Facts : 🔸 This is a paper in 2017 MICCAI with over 102 citations. 🔸 Outperform 3D U-Net and VoxResNet with Fewer Parameters ------------------------------------------------------------------- 𝗔𝗺𝗮𝘇𝗶𝗻𝗴 𝗥𝗲𝘀𝗲𝗮𝗿𝗰𝗵 : https://lnkd.in/eDxyMH6 Code: https://lnkd.in/eWu_t5m ------------------------------------------------------------------- 𝗜𝗠𝗣𝗢𝗥𝗧𝗔𝗡𝗖𝗘 🔸It preserves the maximum information flow between layers by a densely-connected mechanism. 🔸It avoids learning redundant feature maps by encouraging feature reuse and hence requires fewer parameters to achieve high performance. 🔸Auxiliary side paths are added to strengthen the gradient propagation and stabilize the learning process. #computervision #artificialintelligence #deeplearning