101 citations · 167 across the 8 of their papers we have counts for
4 papers · 1 filter
Deep Joint Transmission-Recognition for Multi-View Cameras
Ezgi Ozyilkan, Mikolaj Jankowski
We propose joint transmission-recognition schemes for efficient inference at the wireless edge. Motivated by the surveillance applications with wireless cameras, we consider the pe…
Communicate to Learn at the Edge
Deniz Gunduz, David Burth Kurka, Mikolaj Jankowski +3
Bringing the success of modern machine learning (ML) techniques to mobile devices can enable many new services and businesses, but also poses significant technical and research cha…
Wireless Image Retrieval at the Edge
Mikolaj Jankowski, Deniz Gunduz, Krystian Mikolajczyk
We study the image retrieval problem at the wireless edge, where an edge device captures an image, which is then used to retrieve similar images from an edge server. These can be i…
Joint Device-Edge Inference over Wireless Links with Pruning
Mikolaj Jankowski, Deniz Gunduz, Krystian Mikolajczyk
We propose a joint feature compression and transmission scheme for efficient inference at the wireless network edge. Our goal is to enable efficient and reliable inference at the e…