Ashish Patel 🇮🇳’s Post

Day-23 Computer Vision Learning DPN — Deep Parsing Network (Semantic Segmentation) by The Chinese University of Hong Kong 𝗙𝗼𝗹𝗹𝗼𝘄 𝗺𝗲 𝗳𝗼𝗿 𝘀𝗶𝗺𝗶𝗹𝗮𝗿 𝗽𝗼𝘀𝘁 : 🇮🇳 Ashish Patel 𝗜𝗻𝘁𝗲𝗿𝗲𝘀𝘁𝗶𝗻𝗴 𝗙𝗮𝗰𝘁𝘀: 🔸 DPN extends a CNN to model unary terms and additional layers are devised to approximate the mean field (MF) algorithm for pairwise terms. 🔸 This is a paper in 2015 ICCV (over 563 citations) as well as in 2018 TPAMI (over 86 citations) ------------------------------------------------------------------- 𝗔𝗺𝗮𝘇𝗶𝗻𝗴 𝗥𝗲𝘀𝗲𝗮𝗿𝗰𝗵 : https://lnkd.in/e2-mv_P, https://lnkd.in/eD9SHii Keras: https://bit.ly/2Nwxzw7 (2018 Model) Tensorflow : https://bit.ly/362fsV1 ------------------------------------------------------------------- 𝗜𝗠𝗣𝗢𝗥𝗧𝗔𝗡𝗖𝗘 🔸 DPN is derived from VGG16 with Modification 🔸 This Spatial-Temporal DPN in 2018 TPAMI is very similar to the one in 2015 ICCV except that the input can support multiple images to support video input. 🔸 Also, b12 and b13 are converted into 3D convolutions for video. #innovation #artificialintelligence #computervision