161 citations · 483 across the 28 of their papers we have counts for
5 papers · 1 filter
Scalable Image Coding for Humans and Machines
Hyomin Choi, Ivan V. Bajic
At present, and increasingly so in the future, much of the captured visual content will not be seen by humans. Instead, it will be used for automated machine vision analytics and m…
Latent-space scalability for multi-task collaborative intelligence
Hyomin Choi, Ivan V. Bajic
We investigate latent-space scalability for multi-task collaborative intelligence, where one of the tasks is object detection and the other is input reconstruction. In our proposed…
Lightweight Compression of Intermediate Neural Network Features for Collaborative Intelligence
Robert A. Cohen, Hyomin Choi, Ivan V. Bajić
In collaborative intelligence applications, part of a deep neural network (DNN) is deployed on a lightweight device such as a mobile phone or edge device, and the remaining portion…
Lightweight compression of neural network feature tensors for collaborative intelligence
Robert A. Cohen, Hyomin Choi, Ivan V. Bajić
In collaborative intelligence applications, part of a deep neural network (DNN) is deployed on a relatively low-complexity device such as a mobile phone or edge device, and the rem…
Point Cloud Sampling via Graph Balancing and Gershgorin Disc Alignment
Chinthaka Dinesh, Gene Cheung, Ivan Bajic
3D point cloud (PC) -- a collection of discrete geometric samples of a physical object's surface -- is typically large in size, which entails expensive subsequent operations like v…