2026
GigaMoE: Sparsity-Guided Mixture of Experts for Efficient Gigapixel Object Detection
AAAI 2026technical
Object detection in High-Resolution Wide (HRW) shots, or gigapixel images, presents unique challenges due to extreme object sparsity and vast scale variations. State-of-the-art methods like SparseFormer have pioneered sparse processing by selectively focusing on important regions, yet they apply a u