12 citations · 15 across the 7 of their papers we have counts for
7 papers
ThinkingViT: Matryoshka Thinking Vision Transformer for Elastic Inference
Ali Hojjat, Janek Haberer, Soren Pirk +1
ViTs deliver SOTA performance, yet their fixed computational budget prevents scalable deployment across heterogeneous hardware. Recent Matryoshka-style Transformer architectures mi…
LimitNet: Progressive, Content-Aware Image Offloading for Extremely Weak Devices & Networks
Ali Hojjat, Janek Haberer, Tayyaba Zainab +1
IoT devices have limited hardware capabilities and are often deployed in remote areas. Consequently, advanced vision models surpass such devices' processing and storage capabilitie…
MCUCoder: Adaptive Bitrate Learned Video Compression for IoT Devices
Ali Hojjat, Janek Haberer, Olaf Landsiedel
The rapid growth of camera-based IoT devices demands the need for efficient video compression, particularly for edge applications where devices face hardware constraints, often wit…
HydraViT: Stacking Heads for a Scalable ViT
Janek Haberer, Ali Hojjat, Olaf Landsiedel
The architecture of Vision Transformers (ViTs), particularly the Multi-head Attention (MHA) mechanism, imposes substantial hardware demands. Deploying ViTs on devices with varying…
ProgDTD: Progressive Learned Image Compression with Double-Tail-Drop Training
Ali Hojjat, Janek Haberer, Olaf Landsiedel
Progressive compression allows images to start loading as low-resolution versions, becoming clearer as more data is received. This increases user experience when, for example, netw…
A New Approach to Detect Important Members that Create the Communities in Bipartite Networks
Ali Hojjat, Ghazaleh Haddad
The world around us consists of objects that have different relationships with each other. The result of these communications is various networks, part of which are bipartite netwo…
Enhanced navigation systems in GPS denied environments for visually impaired people: A Survey
Ali Hojjat
Although outdoor navigation systems are mostly dependent on GPS, indoor systems have to rely upon different techniques for localizing the user, due to unavailability of GPS signals…