Conversions of sketches to normal maps

Original line rendering
Uniform line rendering
Input
D1
D2
D3
D4
Input
D1
D2
D3
D4
Prediction: bumps_Professional1.png
Rotated ground-truth: bumps_Professional1.png
Prediction: bumps_Professional2.png
Rotated ground-truth: bumps_Professional2.png
Prediction: bumps_Professional3.png
Rotated ground-truth: bumps_Professional3.png
Prediction: bumps_Professional4.png
Rotated ground-truth: bumps_Professional4.png
Prediction: bumps_Professional5.png
Rotated ground-truth: bumps_Professional5.png
Prediction: bumps_Professional6.png
Rotated ground-truth: bumps_Professional6.png
Prediction: bumps_student2.png
Rotated ground-truth: bumps_student2.png
Prediction: bumps_student9.png
Rotated ground-truth: bumps_student9.png
Prediction: flange_Professional1.png
Rotated ground-truth: flange_Professional1.png
Prediction: flange_Professional2.png
Rotated ground-truth: flange_Professional2.png
Prediction: flange_Professional3.png
Rotated ground-truth: flange_Professional3.png
Prediction: flange_Professional4.png
Rotated ground-truth: flange_Professional4.png
Prediction: flange_Professional5.png
Rotated ground-truth: flange_Professional5.png
Prediction: flange_Professional6.png
Rotated ground-truth: flange_Professional6.png
Prediction: flange_student4.png
Rotated ground-truth: flange_student4.png
Prediction: flange_student5.png
Rotated ground-truth: flange_student5.png
Prediction: hairdryer_Professional1.png
Rotated ground-truth: hairdryer_Professional1.png
Prediction: hairdryer_Professional2.png
Rotated ground-truth: hairdryer_Professional2.png
Prediction: hairdryer_Professional3.png
Rotated ground-truth: hairdryer_Professional3.png
Prediction: hairdryer_Professional4.png
Rotated ground-truth: hairdryer_Professional4.png
Prediction: hairdryer_Professional5.png
Rotated ground-truth: hairdryer_Professional5.png
Prediction: hairdryer_Professional6.png
Rotated ground-truth: hairdryer_Professional6.png
Prediction: hairdryer_student6.png
Rotated ground-truth: hairdryer_student6.png
Prediction: hairdryer_student8.png
Rotated ground-truth: hairdryer_student8.png
Prediction: house_Professional1.png
Rotated ground-truth: house_Professional1.png
Prediction: house_Professional2.png
Rotated ground-truth: house_Professional2.png
Prediction: house_Professional3.png
Rotated ground-truth: house_Professional3.png
Prediction: house_Professional4.png
Rotated ground-truth: house_Professional4.png
Prediction: house_Professional5.png
Rotated ground-truth: house_Professional5.png
Prediction: house_Professional6.png
Rotated ground-truth: house_Professional6.png
Prediction: house_student1.png
Rotated ground-truth: house_student1.png
Prediction: house_student2.png
Rotated ground-truth: house_student2.png
Prediction: house_student3.png
Rotated ground-truth: house_student3.png
Prediction: house_student4.png
Rotated ground-truth: house_student4.png
Prediction: house_student5.png
Rotated ground-truth: house_student5.png
Prediction: house_student6.png
Rotated ground-truth: house_student6.png
Prediction: house_student8.png
Rotated ground-truth: house_student8.png
Prediction: house_student9.png
Rotated ground-truth: house_student9.png
Prediction: mixer_Professional1.png
Rotated ground-truth: mixer_Professional1.png
Prediction: mixer_Professional2.png
Rotated ground-truth: mixer_Professional2.png
Prediction: mixer_Professional3.png
Rotated ground-truth: mixer_Professional3.png
Prediction: mixer_Professional4.png
Rotated ground-truth: mixer_Professional4.png
Prediction: mixer_Professional5.png
Rotated ground-truth: mixer_Professional5.png
Prediction: mixer_Professional6.png
Rotated ground-truth: mixer_Professional6.png
Prediction: mixer_student3.png
Rotated ground-truth: mixer_student3.png
Prediction: mouse_Professional1.png
Rotated ground-truth: mouse_Professional1.png
Prediction: mouse_Professional2.png
Rotated ground-truth: mouse_Professional2.png
Prediction: mouse_Professional3.png
Rotated ground-truth: mouse_Professional3.png
Prediction: mouse_Professional4.png
Rotated ground-truth: mouse_Professional4.png
Prediction: mouse_Professional5.png
Rotated ground-truth: mouse_Professional5.png
Prediction: mouse_Professional6.png
Rotated ground-truth: mouse_Professional6.png
Prediction: mouse_student6.png
Rotated ground-truth: mouse_student6.png
Prediction: mouse_student8.png
Rotated ground-truth: mouse_student8.png
Prediction: potato_chip_Professional1.png
Rotated ground-truth: potato_chip_Professional1.png
Prediction: potato_chip_Professional2.png
Rotated ground-truth: potato_chip_Professional2.png
Prediction: potato_chip_Professional3.png
Rotated ground-truth: potato_chip_Professional3.png
Prediction: potato_chip_Professional4.png
Rotated ground-truth: potato_chip_Professional4.png
Prediction: potato_chip_Professional5.png
Rotated ground-truth: potato_chip_Professional5.png
Prediction: potato_chip_Professional6.png
Rotated ground-truth: potato_chip_Professional6.png
Prediction: potato_chip_student4.png
Rotated ground-truth: potato_chip_student4.png
Prediction: potato_chip_student5.png
Rotated ground-truth: potato_chip_student5.png
Prediction: shampoo_bottle_Professional1.png
Rotated ground-truth: shampoo_bottle_Professional1.png
Prediction: shampoo_bottle_Professional2.png
Rotated ground-truth: shampoo_bottle_Professional2.png
Prediction: shampoo_bottle_Professional3.png
Rotated ground-truth: shampoo_bottle_Professional3.png
Prediction: shampoo_bottle_Professional4.png
Rotated ground-truth: shampoo_bottle_Professional4.png
Prediction: shampoo_bottle_Professional5.png
Rotated ground-truth: shampoo_bottle_Professional5.png
Prediction: shampoo_bottle_Professional6.png
Rotated ground-truth: shampoo_bottle_Professional6.png
Prediction: shampoo_bottle_student1.png
Rotated ground-truth: shampoo_bottle_student1.png
Prediction: shampoo_bottle_student7.png
Rotated ground-truth: shampoo_bottle_student7.png
Prediction: tubes_Professional1.png
Rotated ground-truth: tubes_Professional1.png
Prediction: tubes_Professional2.png
Rotated ground-truth: tubes_Professional2.png
Prediction: tubes_Professional3.png
Rotated ground-truth: tubes_Professional3.png
Prediction: tubes_Professional4.png
Rotated ground-truth: tubes_Professional4.png
Prediction: tubes_Professional5.png
Rotated ground-truth: tubes_Professional5.png
Prediction: tubes_Professional6.png
Rotated ground-truth: tubes_Professional6.png
Prediction: tubes_student2.png
Rotated ground-truth: tubes_student2.png
Prediction: tubes_student9.png
Rotated ground-truth: tubes_student9.png
Prediction: vacuum_cleaner_Professional1.png
Rotated ground-truth: vacuum_cleaner_Professional1.png
Prediction: vacuum_cleaner_Professional2.png
Rotated ground-truth: vacuum_cleaner_Professional2.png
Prediction: vacuum_cleaner_Professional3.png
Rotated ground-truth: vacuum_cleaner_Professional3.png
Prediction: vacuum_cleaner_Professional4.png
Rotated ground-truth: vacuum_cleaner_Professional4.png
Prediction: vacuum_cleaner_Professional5.png
Rotated ground-truth: vacuum_cleaner_Professional5.png
Prediction: vacuum_cleaner_Professional6.png
Rotated ground-truth: vacuum_cleaner_Professional6.png
Prediction: vacuum_cleaner_student1.png
Rotated ground-truth: vacuum_cleaner_student1.png
Prediction: vacuum_cleaner_student7.png
Rotated ground-truth: vacuum_cleaner_student7.png
Prediction: waffle_iron_Professional1.png
Rotated ground-truth: waffle_iron_Professional1.png
Prediction: waffle_iron_Professional2.png
Rotated ground-truth: waffle_iron_Professional2.png
Prediction: waffle_iron_Professional3.png
Rotated ground-truth: waffle_iron_Professional3.png
Prediction: waffle_iron_Professional4.png
Rotated ground-truth: waffle_iron_Professional4.png
Prediction: waffle_iron_Professional5.png
Rotated ground-truth: waffle_iron_Professional5.png
Prediction: waffle_iron_Professional6.png
Rotated ground-truth: waffle_iron_Professional6.png
Prediction: waffle_iron_student3.png
Rotated ground-truth: waffle_iron_student3.png
Prediction: wobble_surface_Professional1.png
Rotated ground-truth: wobble_surface_Professional1.png
Prediction: wobble_surface_Professional2.png
Rotated ground-truth: wobble_surface_Professional2.png
Prediction: wobble_surface_Professional3.png
Rotated ground-truth: wobble_surface_Professional3.png
Prediction: wobble_surface_Professional4.png
Rotated ground-truth: wobble_surface_Professional4.png
Prediction: wobble_surface_Professional5.png
Rotated ground-truth: wobble_surface_Professional5.png
Prediction: wobble_surface_Professional6.png
Rotated ground-truth: wobble_surface_Professional6.png
Prediction: wobble_surface_student1.png
Rotated ground-truth: wobble_surface_student1.png
Prediction: wobble_surface_student2.png
Rotated ground-truth: wobble_surface_student2.png
Prediction: wobble_surface_student3.png
Rotated ground-truth: wobble_surface_student3.png
Prediction: wobble_surface_student4.png
Rotated ground-truth: wobble_surface_student4.png
Prediction: wobble_surface_student5.png
Rotated ground-truth: wobble_surface_student5.png
Prediction: wobble_surface_student6.png
Rotated ground-truth: wobble_surface_student6.png
Prediction: wobble_surface_student7.png
Rotated ground-truth: wobble_surface_student7.png
Prediction: wobble_surface_student8.png
Rotated ground-truth: wobble_surface_student8.png
Prediction: wobble_surface_student9.png
Rotated ground-truth: wobble_surface_student9.png