Suma N and Kusuma Kumari B.M, “Real-Time Defect Removal and Mask-Guided Image Inpainting of Live-Captured Images Using a Pretrained LaMa-Based Inpainter with Bilevel Hypergradient Adapter Optimization”, IJCISIM, vol. 18, no. 1s, pp. 181–199, Jun. 2026.