| | |
| | | yaw, pitch, roll = [float(line[1]), float(line[2]), float(line[3])] |
| | | |
| | | # Crop the face |
| | | k = 0.40 |
| | | k = 0.32 |
| | | x1 = float(line[4]) |
| | | y1 = float(line[5]) |
| | | x2 = float(line[6]) |
| | |
| | | yaw_correct = .0 |
| | | yaw_margin = args.margin |
| | | |
| | | for i, (images, labels, name) in enumerate(test_loader): |
| | | for i, (images, labels, cont_labels, name) in enumerate(test_loader): |
| | | images = Variable(images).cuda(gpu) |
| | | total += labels.size(0) |
| | | label_yaw = labels[:,0].float() * 3 - 99 |
| | | label_pitch = labels[:,1].float() * 3 - 99 |
| | | label_roll = labels[:,2].float() * 3 - 99 |
| | | label_yaw = cont_labels[:,0] |
| | | label_pitch = cont_labels[:,1].float() |
| | | label_roll = cont_labels[:,2].float() |
| | | |
| | | yaw, pitch, roll, angles = model(images) |
| | | |
| | |
| | | _, roll_bpred = torch.max(roll.data, 1) |
| | | |
| | | # Continuous predictions |
| | | yaw_predicted = utils.softmax_temperature(yaw.data, 0.4) |
| | | yaw_predicted = utils.softmax_temperature(yaw.data, 0.85) |
| | | pitch_predicted = utils.softmax_temperature(pitch.data, 0.8) |
| | | roll_predicted = utils.softmax_temperature(roll.data, 0.8) |
| | | |
| | |
| | | |
| | | if yaw_tensor_error[0] > yaw_margin: |
| | | print name[0] + ' ' + str(yaw_predicted[0]) + ' ' + str(label_yaw[0]) + ' ' + str(yaw_tensor_error[0]) |
| | | |
| | | # Binned Accuracy |
| | | # for er in xrange(n_margins): |
| | | # yaw_bpred[er] += (label_yaw[0] in range(yaw_bpred[0,0] - er, yaw_bpred[0,0] + er + 1)) |
| | | # pitch_bpred[er] += (label_pitch[0] in range(pitch_bpred[0,0] - er, pitch_bpred[0,0] + er + 1)) |
| | | # roll_bpred[er] += (label_roll[0] in range(roll_bpred[0,0] - er, roll_bpred[0,0] + er + 1)) |
| | | |
| | | # print label_yaw[0], yaw_bpred[0,0] |
| | | |
| | | # Save images with pose cube. |
| | | # TODO: fix for larger batch size |
| | |
| | | pitch_predicted = utils.softmax_temperature(pitch.data, 1) |
| | | roll_predicted = utils.softmax_temperature(roll.data, 1) |
| | | |
| | | yaw_predicted = torch.sum(yaw_predicted * idx_tensor, 1).cpu() |
| | | pitch_predicted = torch.sum(pitch_predicted * idx_tensor, 1).cpu() |
| | | roll_predicted = torch.sum(roll_predicted * idx_tensor, 1).cpu() |
| | | yaw_predicted = torch.sum(yaw_predicted * idx_tensor, 1).cpu() * 3 - 99 |
| | | pitch_predicted = torch.sum(pitch_predicted * idx_tensor, 1).cpu() * 3 - 99 |
| | | roll_predicted = torch.sum(roll_predicted * idx_tensor, 1).cpu() * 3 - 99 |
| | | |
| | | # Mean absolute error |
| | | yaw_error += torch.sum(torch.abs(yaw_predicted * 3 - 99 - label_yaw)) |
| | | pitch_error += torch.sum(torch.abs(pitch_predicted * 3 - 99 - label_pitch)) |
| | | roll_error += torch.sum(torch.abs(roll_predicted * 3 - 99 - label_roll)) |
| | | yaw_error += torch.sum(torch.abs(yaw_predicted - label_yaw)) |
| | | pitch_error += torch.sum(torch.abs(pitch_predicted - label_pitch)) |
| | | roll_error += torch.sum(torch.abs(roll_predicted - label_roll)) |
| | | |
| | | # Save images with pose cube. |
| | | # TODO: fix for larger batch size |
| | |
| | | name = name[0] |
| | | cv2_img = cv2.imread(os.path.join(args.data_dir, name + '.jpg')) |
| | | if args.batch_size == 1: |
| | | error_string = 'y %.2f, p %.2f, r %.2f' % (torch.sum(torch.abs(yaw_predicted - label_yaw) * 3), torch.sum(torch.abs(pitch_predicted - label_pitch) * 3), torch.sum(torch.abs(roll_predicted - label_roll) * 3)) |
| | | error_string = 'y %.2f, p %.2f, r %.2f' % (torch.sum(torch.abs(yaw_predicted - label_yaw)), torch.sum(torch.abs(pitch_predicted - label_pitch)), torch.sum(torch.abs(roll_predicted - label_roll))) |
| | | cv2_img = cv2.putText(cv2_img, error_string, (30, cv2_img.shape[0]- 30), fontFace=1, fontScale=1, color=(0,0,255), thickness=1) |
| | | utils.plot_pose_cube(cv2_img, yaw_predicted[0] * 3 - 99, pitch_predicted[0] * 3 - 99, roll_predicted[0] * 3 - 99) |
| | | utils.plot_pose_cube(cv2_img, yaw_predicted[0], pitch_predicted[0], roll_predicted[0]) |
| | | cv2.imwrite(os.path.join('output/images', name + '.jpg'), cv2_img) |
| | | |
| | | print('Test error in degrees of the model on the ' + str(total) + |
| | |
| | | "cells": [ |
| | | { |
| | | "cell_type": "code", |
| | | "execution_count": 4, |
| | | "execution_count": 34, |
| | | "metadata": { |
| | | "collapsed": false |
| | | }, |
| | |
| | | }, |
| | | { |
| | | "cell_type": "code", |
| | | "execution_count": 5, |
| | | "execution_count": 35, |
| | | "metadata": { |
| | | "collapsed": false |
| | | }, |
| | |
| | | }, |
| | | { |
| | | "cell_type": "code", |
| | | "execution_count": 21, |
| | | "execution_count": 38, |
| | | "metadata": { |
| | | "collapsed": false |
| | | }, |
| | | "outputs": [ |
| | | { |
| | | "data": { |
| | | "image/png": 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vtPEqgEFsh24mFNA4C4wIc0E1mkLQYe0a4zbGYKUu/pWvIC+qoSyQ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\n", 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WlrB///7Sdfjgb+YDiVFbRoDp9+SOO4hFAzhaw3D1Bz6QNUaRHnLHupxzGRpQaGMEEUMg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\nzqAsg/c0DfgcI4jolw9OZyk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Nm3HYYYdh06ZN5Wd6eroyUzE1NVXGJPj03kb8wT0HaK+7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\nSUVORK5CYII=\n", |
| | | "text/plain": [ |
| | | "<matplotlib.figure.Figure at 0x7f5d334ad310>" |
| | | "<matplotlib.figure.Figure at 0x7f5d38058910>" |
| | | ] |
| | | }, |
| | | "metadata": {}, |
| | |
| | | "name": "stdout", |
| | | "output_type": "stream", |
| | | "text": [ |
| | | "yaw, pitch, roll: 80.6477250021 -2.70457134999 0.534743034\n" |
| | | "yaw, pitch, roll: -30.7471927942 -15.5284828894 -39.0930077712\n" |
| | | ] |
| | | } |
| | | ], |
| | | "source": [ |
| | | "img_name = '/Data/nruiz9/data/facial_landmarks/AFLW/aflw_cropped/2/image12234'\n", |
| | | "img_name = '/Data/nruiz9/data/facial_landmarks/AFLW/aflw_cropped/3/image19788'\n", |
| | | "img_path = os.path.join(img_name + '.jpg')\n", |
| | | "\n", |
| | | "img = cv2.imread(img_path)\n", |