# config.py import os.path # gets home dir cross platform HOME = os.path.expanduser("~") # for making bounding boxes pretty COLORS = ((255, 0, 0, 128), (0, 255, 0, 128), (0, 0, 255, 128), (0, 255, 255, 128), (255, 0, 255, 128), (255, 255, 0, 128)) MEANS = (246, 246, 246) exp_cfg = { 'gtdb': { 'num_classes': 2, 'lr_steps': (80000, 100000, 120000), 'max_iter': 120000, 'feature_maps': [64, 32, 16, 8, 4, 2, 1], 'min_dim': 512, 'steps': [8, 16, 32, 64, 128, 256, 512], 'min_sizes': [8.00, 76.8, 153.6, 230.4, 307.2, 384.0, 460.8], 'max_sizes': [76.8, 153.6, 230.4, 307.2, 384.0, 460.8, 537.6], 'aspect_ratios': [[2, 3, 5], [2, 3, 5, 7], [2, 3, 5, 7], [2, 3], [2, 3], [2], [2]], 'variance': [0.1, 0.2], 'clip': True, 'name': 'GTDB', 'is_vertical_prior_boxes_enabled': True, 'mbox': { '512': [8, 10, 10, 6, 6, 4, 4], #'512': [5, 6, 6, 4, 4, 3, 3], '300': [8, 10, 10, 6, 4, 4], # number of boxes per feature map location }, 'extras': { '512': [256, 'S', 512, 128, 'S', 256, 128, 'S', 256, 128, 'S', 256], '300': [256, 'S', 512, 128, 'S', 256, 128, 256, 128, 256], } }, 'math_gtdb_512': { 'num_classes': 2, 'lr_steps': (80000, 100000, 120000), 'max_iter': 240000, 'feature_maps': [64, 32, 16, 8, 4, 2, 1], 'min_dim': 512, 'steps': [8, 16, 32, 64, 128, 256, 512], 'min_sizes': [8.00, 76.8, 153.6, 230.4, 307.2, 384.0, 460.8], 'max_sizes': [76.8, 153.6, 230.4, 307.2, 384.0, 460.8, 537.6], 'aspect_ratios': [[2, 3, 5, 7, 10], [2, 3, 5, 7, 10], [2, 3, 5, 7, 10], [2, 3, 5, 7, 10], [2, 3, 5, 7, 10], [2, 3, 5, 7, 10], [2, 3, 5, 7, 10]], 'variance': [0.1, 0.2], 'clip': True, 'name': 'math_gtdb_512', 'is_vertical_prior_boxes_enabled': True, 'mbox': { '512': [12,12,12,12,12,12,12], }, 'extras': { '512': [256, 'S', 512, 128, 'S', 256, 128, 'S', 256, 128, 'S', 256], } }, 'ssd300': { 'num_classes': 2, 'lr_steps': (80000, 100000, 120000), 'max_iter': 132000, 'feature_maps': [38, 19, 10, 5, 3, 1], 'min_dim': 300, 'steps': [8, 16, 32, 64, 100, 300], 'min_sizes': [30, 60, 111, 162, 213, 264], 'max_sizes': [60, 111, 162, 213, 264, 315], 'aspect_ratios': [[2], [2, 3], [2, 3], [2, 3], [2], [2]], 'variance': [0.1, 0.2], 'clip': True, 'name': 'ssd300', 'is_vertical_prior_boxes_enabled': True, 'mbox': { '300': [4, 6, 6, 6, 4, 4], # number of boxes per feature map location }, 'extras': { '300': [256, 'S', 512, 128, 'S', 256, 128, 256, 128, 256], } }, 'ssd512': { 'num_classes': 2, 'lr_steps': (80000, 100000, 120000), 'max_iter': 132000, 'feature_maps': [64, 32, 16, 8, 4, 2, 1], 'min_dim': 512, 'steps': [8, 16, 32, 64, 128, 256, 512], 'min_sizes': [35.84, 76.8, 153.6, 230.4, 307.2, 384.0, 460.8], 'max_sizes': [76.8, 153.6, 230.4, 307.2, 384.0, 460.8, 537.6], 'aspect_ratios': [[2], [2, 3], [2, 3], [2, 3], [2,3], [2], [2]], 'variance': [0.1, 0.2], 'clip': True, 'name': 'ssd512', 'is_vertical_prior_boxes_enabled': True, 'mbox': { '512': [4,6,6,6,6,4,4], }, 'extras': { '512': [256, 'S', 512, 128, 'S', 256, 128, 'S', 256, 128, 'S', 256], } }, 'aspect512': { 'num_classes': 2, 'lr_steps': (80000, 100000, 120000), 'max_iter': 132000, 'feature_maps': [64, 32, 16, 8, 4, 2, 1], 'min_dim': 512, 'steps': [8, 16, 32, 64, 128, 256, 512], 'min_sizes': [35.84, 76.8, 153.6, 230.4, 307.2, 384.0, 460.8], 'max_sizes': [76.8, 153.6, 230.4, 307.2, 384.0, 460.8, 537.6], 'aspect_ratios': [[2, 3, 5, 7, 10], [2, 3, 5, 7, 10], [2, 3, 5, 7, 10], [2, 3, 5, 7, 10], [2, 3, 5, 7, 10], [2, 3, 5, 7, 10], [2, 3, 5, 7, 10]], 'variance': [0.1, 0.2], 'clip': True, 'name': 'ssd512', 'is_vertical_prior_boxes_enabled': True, 'mbox': { '512': [12,12,12,12,12,12,12], }, 'extras': { '512': [256, 'S', 512, 128, 'S', 256, 128, 'S', 256, 128, 'S', 256], } }, 'hboxes512': { 'num_classes': 2, 'lr_steps': (80000, 100000, 120000), 'max_iter': 132000, 'feature_maps': [64, 32, 16, 8, 4, 2, 1], 'min_dim': 512, 'steps': [8, 16, 32, 64, 128, 256, 512], 'min_sizes': [35.84, 76.8, 153.6, 230.4, 307.2, 384.0, 460.8], 'max_sizes': [76.8, 153.6, 230.4, 307.2, 384.0, 460.8, 537.6], 'aspect_ratios': [[2, 3, 5, 7, 10], [2, 3, 5, 7, 10], [2, 3, 5, 7, 10], [2, 3, 5, 7, 10], [2, 3, 5, 7, 10], [2, 3, 5, 7, 10], [2, 3, 5, 7, 10]], 'variance': [0.1, 0.2], 'clip': True, 'name': 'ssd512', 'is_vertical_prior_boxes_enabled': False, 'mbox': { '512': [7,7,7,7,7,7,7], }, 'extras': { '512': [256, 'S', 512, 128, 'S', 256, 128, 'S', 256, 128, 'S', 256], } }, }