2026
StyleProto: Style-Augmented Prototype Learning for Cross-Domain Few-Shot Object Detection
AAAI 2026technical
Cross-Domain Few-Shot Object Detection (CD-FSOD) faces significant challenges due to the dual issues of domain shift and limited labeled samples. One major challenge is style bias, caused by limited support samples that fail to represent the target domain’s style diversity. Another is feature confus