Methods and Applications -- SCAPE: HW-Aware Clustering of Data ow Actors for Tunable Scheduling Complexity.-Deep Recurrent Neural Network performing spectral recurrence on hyperspectral images for brain tissue classi cation -- Brain blood vessel segmentation in hyperspectral images through linear operators -- Neural Network Predictor for Fast Channel Change on DVB Set-Top-Boxes -- Hardware Architectures and Implementations -- AINoC: new interconnect for future Deep Neural Network accelerators -- Real-time FPGA implementation of the Semi-Global Matching stereo vision algorithm for an 4K/UHD video stream -- TaPaFuzz - An FPGA-Accelerated Framework for RISC-V IoT Graybox Fuzzing Adaptive Inference for FPGA-based 5G Automatic Modulation -- Classfication -- High-Level Online Power Monitoring of FPGA IP Based on Machine Learning.