def generate_height_map_plot(gt_height, height, dif_init, dif_final, dif_increment):
bvxm_batch.init_process("volmGenerateHeightMapPlotProcess");
bvxm_batch.set_input_from_db(0, gt_height);
bvxm_batch.set_input_from_db(1, height);
bvxm_batch.set_input_float(2, dif_init);
bvxm_batch.set_input_float(3, dif_final);
bvxm_batch.set_input_float(4, dif_increment);
bvxm_batch.run_process();
(id, type) = bvxm_batch.commit_output(0);
correct_rate_array = bvxm_batch.get_bbas_1d_array_float(id);
(id, type) = bvxm_batch.commit_output(1);
height_dif_array = bvxm_batch.get_bbas_1d_array_float(id);
(id, type) = bvxm_batch.commit_output(2);
out_map = dbvalue(id, type);
(id, type) = bvxm_batch.commit_output(3);
out_map_dif = dbvalue(id, type);
return correct_rate_array, height_dif_array, out_map, out_map_dif
def region_wise_roc_analysis(in_img, in_cam, positive_kml, negative_kml):
bvxm_batch.init_process("volmDetectionRateROCProcess")
bvxm_batch.set_input_from_db(0, in_img)
bvxm_batch.set_input_from_db(1, in_cam)
bvxm_batch.set_input_string(2, positive_kml)
bvxm_batch.set_input_string(3, negative_kml)
status = bvxm_batch.run_process()
if status:
(id, type) = bvxm_batch.commit_output(0)
thres_out = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(1)
tp = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(2)
tn = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(3)
fp = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(4)
fn = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(5)
tpr = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(6)
fpr = bvxm_batch.get_bbas_1d_array_float(id)
return thres_out, tp, tn, fp, fn, tpr, fpr
else:
return None, None, None, None, None, None, None
def generate_roc3(tclsf, in_prob_img, prefix_for_bin_files,
positive_category_name):
bvxm_batch.init_process("sdetTextureClassifierROCProcess3")
bvxm_batch.set_input_from_db(0, tclsf)
bvxm_batch.set_input_from_db(1, in_prob_img)
bvxm_batch.set_input_string(2, prefix_for_bin_files)
bvxm_batch.set_input_string(3, positive_category_name)
status = bvxm_batch.run_process()
if status:
(id, type) = bvxm_batch.commit_output(0)
thres = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(1)
tp = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(2)
tn = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(3)
fp = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(4)
fn = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(5)
tpr = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(6)
fpr = bvxm_batch.get_bbas_1d_array_float(id)
return thres, tp, tn, fp, fn, tpr, fpr
else:
return None, None, None, None, None, None, None
def generate_roc(tclsf, class_out_prob_img, class_out_color_img, orig_img,
prefix_for_bin_files, positive_category_name,
category_id_file):
bvxm_batch.init_process("sdetTextureClassifierROCProcess")
bvxm_batch.set_input_from_db(0, tclsf)
bvxm_batch.set_input_from_db(1, class_out_prob_img)
bvxm_batch.set_input_from_db(2, class_out_color_img)
bvxm_batch.set_input_from_db(3, orig_img)
bvxm_batch.set_input_string(4, prefix_for_bin_files)
bvxm_batch.set_input_string(5, positive_category_name)
bvxm_batch.set_input_string(6, category_id_file)
bvxm_batch.run_process()
(id, type) = bvxm_batch.commit_output(0)
thres = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(1)
tp = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(2)
tn = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(3)
fp = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(4)
fn = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(5)
tpr = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(6)
fpr = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(7)
outimg = dbvalue(id, type)
return thres, tp, tn, fp, fn, tpr, fpr, outimg
def region_wise_roc_analysis(in_img, in_cam, positive_kml, negative_kml):
bvxm_batch.init_process("volmDetectionRateROCProcess")
bvxm_batch.set_input_from_db(0, in_img)
bvxm_batch.set_input_from_db(1, in_cam)
bvxm_batch.set_input_string(2, positive_kml)
bvxm_batch.set_input_string(3, negative_kml)
status = bvxm_batch.run_process()
if status:
(id, type) = bvxm_batch.commit_output(0)
thres_out = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(1)
tp = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(2)
tn = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(3)
fp = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(4)
fn = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(5)
tpr = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(6)
fpr = bvxm_batch.get_bbas_1d_array_float(id)
return thres_out, tp, tn, fp, fn, tpr, fpr
else:
return None, None, None, None, None, None, None
def generate_roc3(tclsf, in_prob_img, prefix_for_bin_files, positive_category_name):
bvxm_batch.init_process("sdetTextureClassifierROCProcess3")
bvxm_batch.set_input_from_db(0, tclsf)
bvxm_batch.set_input_from_db(1, in_prob_img)
bvxm_batch.set_input_string(2, prefix_for_bin_files)
bvxm_batch.set_input_string(3, positive_category_name)
status = bvxm_batch.run_process()
if status:
(id, type) = bvxm_batch.commit_output(0)
thres = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(1)
tp = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(2)
tn = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(3)
fp = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(4)
fn = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(5)
tpr = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(6)
fpr = bvxm_batch.get_bbas_1d_array_float(id)
return thres, tp, tn, fp, fn, tpr, fpr
else:
return None, None, None, None, None, None, None
def generate_roc(tclsf, class_out_prob_img, class_out_color_img, orig_img, prefix_for_bin_files, positive_category_name, category_id_file):
bvxm_batch.init_process("sdetTextureClassifierROCProcess")
bvxm_batch.set_input_from_db(0, tclsf)
bvxm_batch.set_input_from_db(1, class_out_prob_img)
bvxm_batch.set_input_from_db(2, class_out_color_img)
bvxm_batch.set_input_from_db(3, orig_img)
bvxm_batch.set_input_string(4, prefix_for_bin_files)
bvxm_batch.set_input_string(5, positive_category_name)
bvxm_batch.set_input_string(6, category_id_file)
bvxm_batch.run_process()
(id, type) = bvxm_batch.commit_output(0)
thres = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(1)
tp = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(2)
tn = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(3)
fp = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(4)
fn = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(5)
tpr = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(6)
fpr = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(7)
outimg = dbvalue(id, type)
return thres, tp, tn, fp, fn, tpr, fpr, outimg
def generate_height_map_plot(gt_height, height, dif_init, dif_final,
dif_increment, gt_fix):
bvxm_batch.init_process("volmGenerateHeightMapPlotProcess")
bvxm_batch.set_input_from_db(0, gt_height)
bvxm_batch.set_input_from_db(1, height)
bvxm_batch.set_input_float(2, dif_init)
bvxm_batch.set_input_float(3, dif_final)
bvxm_batch.set_input_float(4, dif_increment)
bvxm_batch.set_input_float(5, gt_fix)
bvxm_batch.run_process()
(id, type) = bvxm_batch.commit_output(0)
correct_rate_array = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(1)
height_dif_array = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(2)
out_map = dbvalue(id, type)
(id, type) = bvxm_batch.commit_output(3)
out_map_dif = dbvalue(id, type)
return correct_rate_array, height_dif_array, out_map, out_map_dif
def generate_roc2(image, gt_pos_file, pos_sign="low"):
bvxm_batch.init_process("sdetTextureClassifierROCProcess2")
bvxm_batch.set_input_from_db(0, image)
bvxm_batch.set_input_string(1, gt_pos_file)
bvxm_batch.set_input_string(2, pos_sign)
status = bvxm_batch.run_process()
if status:
(id, type) = bvxm_batch.commit_output(0)
threshold = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(1)
tp = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(2)
tn = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(3)
fp = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(4)
fn = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(5)
tpr = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(6)
fpr = bvxm_batch.get_bbas_1d_array_float(id)
return threshold, tp, tn, fp, fn, tpr, fpr
else:
return 0, 0, 0, 0, 0, 0, 0
def generate_roc2(image, gt_pos_file, pos_sign="low"):
bvxm_batch.init_process("sdetTextureClassifierROCProcess2")
bvxm_batch.set_input_from_db(0, image)
bvxm_batch.set_input_string(1, gt_pos_file)
bvxm_batch.set_input_string(2, pos_sign)
status = bvxm_batch.run_process()
if status:
(id, type) = bvxm_batch.commit_output(0)
threshold = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(1)
tp = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(2)
tn = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(3)
fp = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(4)
fn = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(5)
tpr = bvxm_batch.get_bbas_1d_array_float(id)
(id, type) = bvxm_batch.commit_output(6)
fpr = bvxm_batch.get_bbas_1d_array_float(id)
return threshold, tp, tn, fp, fn, tpr, fpr
else:
return 0, 0, 0, 0, 0, 0, 0
def generate_roc(tclsf, class_out_prob_img, class_out_color_img, orig_img, prefix_for_bin_files, positive_category_name):
bvxm_batch.init_process("sdetTextureClassifierROCProcess");
bvxm_batch.set_input_from_db(0, tclsf);
bvxm_batch.set_input_from_db(1, class_out_prob_img);
bvxm_batch.set_input_from_db(2, class_out_color_img);
bvxm_batch.set_input_from_db(3, orig_img);
bvxm_batch.set_input_string(4, prefix_for_bin_files);
bvxm_batch.set_input_string(5, positive_category_name);
bvxm_batch.run_process();
(id,type) = bvxm_batch.commit_output(0);
tp = bvxm_batch.get_bbas_1d_array_float(id);
(id,type) = bvxm_batch.commit_output(1);
tn = bvxm_batch.get_bbas_1d_array_float(id);
(id,type) = bvxm_batch.commit_output(2);
fp = bvxm_batch.get_bbas_1d_array_float(id);
(id,type) = bvxm_batch.commit_output(3);
fn = bvxm_batch.get_bbas_1d_array_float(id);
(id,type) = bvxm_batch.commit_output(4);
tpr = bvxm_batch.get_bbas_1d_array_float(id);
(id,type) = bvxm_batch.commit_output(5);
fpr = bvxm_batch.get_bbas_1d_array_float(id);
(id,type) = bvxm_batch.commit_output(6);
outimg = dbvalue(id,type);
return tp, tn, fp, fn, tpr, fpr, outimg;
