Figure 3: Overview of our two-stage failure-aware adaptation framework. Starting from a
frozen backbone with adapted LoRA parameters, (a) Stage 1 trains Background-aware LoRA to
correct background leakage, and (b) Stage 2 freezes the preceding components and trains CIC to
correct the remaining directional errors.