43 citations · 54 across the 13 of their papers we have counts for
4 papers · 1 filter
Features-over-the-Air: Contrastive Learning Enabled Cooperative Edge Inference
Haotian Wu, Nitish Mital, Krystian Mikolajczyk +1
We study the collaborative image retrieval problem at the wireless edge, where multiple edge devices capture images of the same object, which are then used jointly to retrieve simi…
Collaborative Semantic Communication for Edge Inference
Wing Fei Lo, Nitish Mital, Haotian Wu +1
We study the collaborative image retrieval problem at the wireless edge, where multiple edge devices capture images of the same object from different angles and locations, which ar…
Neural Distributed Image Compression with Cross-Attention Feature Alignment
Nitish Mital, Ezgi Ozyilkan, Ali Garjani +1
We consider the problem of compressing an information source when a correlated one is available as side information only at the decoder side, which is a special case of the distrib…
Neural Distributed Image Compression using Common Information
Nitish Mital, Ezgi Ozyilkan, Ali Garjani +1
We present a novel deep neural network (DNN) architecture for compressing an image when a correlated image is available as side information only at the decoder. This problem is kno…