3 papers
cs.CV2026
Edge-Efficient Image Restoration: Transformer Distillation into State-Space Models
Srinivas Soumitri Miriyala, Sowmya Vajrala, Sravanth Kodavanti +2
We propose a modular framework for hybrid image restoration that integrates transformer and state-space model (SSM) blocks with a focus on improving runtime efficiency on edge hard…
cs.DC2026
Unlocking the Edge deployment and ondevice acceleration of multi-LoRA enabled one-for-all foundational LLM
Sravanth Kodavanti, Sowmya Vajrala, Srinivas Miriyala +13
Deploying large language models (LLMs) on smartphones poses significant engineering challenges due to stringent constraints on memory, latency, and runtime flexibility. In this wor…
eess.IV2026
Mobile-friendly Image de-noising: Hardware Conscious Optimization for Edge Application
Srinivas Miriyala, Sowmya Vajrala, Hitesh Kumar +2
Image enhancement is a critical task in computer vision and photography that is often entangled with noise. This renders the traditional Image Signal Processing (ISP) ineffective c…