Both are aimed at implement neural networks in consumer and industrial network-edge products. They are not suitable for network training, which must be done elsewhere.
‘Binarized neural network (BNN) accelerator’ supports 1bit weights, has 1bit activation quantisation, and is designed to be used with the firm’s iCE40 UltraPlus FPGAs.