The graph shows optical for ingestion but then uses digital neural networks. From the infographic, looks like its running multiple DNN's at once to get the speed up. Going to need way more details.
I am totally guessing but this seems like proof of concept chip that can likely just do some specific cnn. The benchmarks quoted seemed weird .. who does fashionmnist outside of teaching? What the heck is 3 class imagenets?? Not even sure what time lapse video recognition is.
There is an advance here which is cool scientifically .. just overblown headline as usual I think.
https://cdn.mos.cms.futurecdn.net/EcNDeuamRXsjomtsWKczS9-970...