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cs.CV2026
Deep Leakage with Generative Flow Matching Denoiser
Isaac Baglin, Xiatian Zhu, Simon Hadfield
Federated Learning (FL) has emerged as a powerful paradigm for decentralized model training, yet it remains vulnerable to deep leakage (DL) attacks that reconstruct private client…
cs.CV2025
EvtSlowTV -- A Large and Diverse Dataset for Event-Based Depth Estimation
Sadiq Layi Macaulay, Nimet Kaygusuz, Simon Hadfield
Event cameras, with their high dynamic range (HDR) and low latency, offer a promising alternative for robust depth estimation in challenging environments. However, many event-based…
cs.CV2025
DANTE-AD: Dual-Vision Attention Network for Long-Term Audio Description
Adrienne Deganutti, Simon Hadfield, Andrew Gilbert
Audio Description is a narrated commentary designed to aid vision-impaired audiences in perceiving key visual elements in a video. While short-form video understanding has advanced…