Authors (same level of participation): Hamza Bendahmane, Enguerran Belles, Ayman Bibih, Mathieu Bourrie, Lena D'Harboulle def IoU(Algo,Ref): # Calculates the Intersection over Union (IoU) between "Algo" and "Ref" dataframes. For each polygon in "Algo", # it finds the matching polygon in "Ref" with the "id_Ref_Inter" column, and calculates the IoU between the two polyggons. # If the IoU value is greater than "crit", the IoU value is stored in the # "IoU_val" array. Finally, a new column "IoU_val" is added to the "NEW" to store these calculated IoU values. #IoU_all creates a new column with each IoU values IoU_all=[0 for i in range(len(Algo.geometry))] j=0 for i in range(len(Algo.geometry)): if Algo.id_Ref_Inter[i]!='Nan': A_field = Algo.geometry[i] Ref_Id = Algo.id_Ref_Inter[i] R_field = Ref.geometry[Ref_Id] I_area = R_field.intersection(A_field).area U_area = R_field.union(A_field).area IoU = I_area/U_area IoU_all[i]=IoU j+=1 else: IoU_all[i]='Nan' Algo['IoU_all']=IoU_all