import copy import os import numpy as np from DataRW.S3DRW import S3DRW from DataRW.wrong_annotatios import wrong_s3d_annotations_list from Evaluator.Evaluator import Evaluator from options import MCSSOptions from planar_graph_utils import get_regions_from_pg room_polys_def = [ np.array([[191, 150], [191, 70], [222, 70], [222, 150], [191, 150]]), np.array([[232, 65], [232, 11], [202, 11], [202, 65], [232, 65]]), np.array([[47, 50], [47, 150], [24, 150], [24, 50], [47, 50]]), np.array([[199, 156], [199, 234], [146, 234], [146, 156], [199, 156]]), np.array([[109, 184], [120, 184], [120, 156], [50, 156], [50, 234], [109, 234], [109, 184]]), np.array([[110, 234], [144, 234], [144, 187], [110, 187], [110, 234]]), np.array( [ [50, 50], [50, 150], [123, 150], [123, 184], [144, 184], [144, 150], [190, 150], [190, 70], [108, 70], [108, 50], [50, 50], ] ), ] # pg_base = 'results/npy_heat_s3d_256/' pg_base = "results/test_gt/" # pg_base = 'results/test_eval2/' options = MCSSOptions() opts = options.parse() if __name__ == "__main__": # data_rw = FloorNetRW(opts) if opts.scene_id == "val": opts.scene_id = "scene_03250" # Temp. value data_rw = S3DRW(opts) scene_list = data_rw.loader.scenes_list quant_result_dict = None quant_result_maskrcnn_dict = None scene_counter = 0 for scene_ind, scene in enumerate(scene_list): if int(scene[6:]) in wrong_s3d_annotations_list: continue print("------------") curr_opts = copy.deepcopy(opts) curr_opts.scene_id = scene curr_data_rw = S3DRW(curr_opts) print("Running Evaluation for scene %s" % scene) evaluator = Evaluator(curr_data_rw, curr_opts) # TODO load your room polygons into room_polys, list of polygons (n x 2) # room_polys = np.array([[[0,0], [200, 0], [200, 200]]]) # Placeholder pg_path = os.path.join(pg_base, scene[6:] + ".npy") example_pg = np.load(pg_path, allow_pickle=True).tolist() example_pg["corners"] = example_pg["corners"][:8] example_pg["edges"] = example_pg["edges"][:8] regions = get_regions_from_pg(example_pg, corner_sorted=True) # regions = [np.array(re, dtype=np.int32) for re in example_pg] room_polys = regions # room_polys = room_polys_def # Placeholder quant_result_dict_scene = evaluator.evaluate_scene(room_polys=room_polys) if quant_result_dict is None: quant_result_dict = quant_result_dict_scene else: for k in quant_result_dict.keys(): quant_result_dict[k] += quant_result_dict_scene[k] scene_counter += 1 # break for k in quant_result_dict.keys(): quant_result_dict[k] /= float(scene_counter) print("Our: ", quant_result_dict) print("Ours") evaluator.print_res_str_for_latex(quant_result_dict)