ssd_config { aspect_ratios_global: "[1.0, 2.0, 0.5, 3.0, 1.0/3.0]" scales: "[0.05, 0.1, 0.25, 0.4, 0.55, 0.7, 0.85]" two_boxes_for_ar1: true clip_boxes: false loss_loc_weight: 0.8 focal_loss_alpha: 0.25 focal_loss_gamma: 2.0 variances: "[0.1, 0.1, 0.2, 0.2]" arch: "resnet18" freeze_bn: false freeze_blocks: 0 } training_config { batch_size_per_gpu: 8 num_epochs: 50 learning_rate { soft_start_annealing_schedule { min_learning_rate: 5e-5 max_learning_rate: 2e-2 soft_start: 0.1 annealing: 0.3 } } regularizer { type: L1 weight: 3.00000002618e-09 } } eval_config { validation_period_during_training: 10 average_precision_mode: SAMPLE batch_size: 16 matching_iou_threshold: 0.5 } nms_config { confidence_threshold: 0.01 clustering_iou_threshold: 0.6 top_k: 200 } augmentation_config { preprocessing { output_image_width: 800 output_image_height: 576 output_image_channel: 3 crop_right: 800 crop_bottom: 576 min_bbox_width: 8.0 min_bbox_height: 8.0 } spatial_augmentation { hflip_probability: 0.5 vflip_probability: 0.0 zoom_min: 0.7 zoom_max: 1.8 translate_max_x: 8.0 translate_max_y: 8.0 } color_augmentation { hue_rotation_max: 25.0 saturation_shift_max: 0.20000000298 contrast_scale_max: 0.10000000149 contrast_center: 0.5 } } dataset_config { data_sources: { tfrecords_path: "/workspace/tlt-experiments/tfrecord/*" image_directory_path: "/workspace/tlt-experiments/kitti" } image_extension: "jpg" target_class_mapping { key: "vehicle0" value: "vehicle0" } target_class_mapping { key: "vehicle1" value: "vehicle1" } target_class_mapping { key: "vehicle2" value: "vehicle2" } target_class_mapping { key: "vehicle3" value: "vehicle3" } target_class_mapping { key: "vehicle4" value: "vehicle4" } target_class_mapping { key: "vehicle5" value: "vehicle5" } target_class_mapping { key: "vehicle6" value: "vehicle6" } target_class_mapping { key: "vehicle7" value: "vehicle7" } target_class_mapping { key: "vehicle8" value: "vehicle8" } target_class_mapping { key: "vehicle9" value: "vehicle9" } target_class_mapping { key: "vehicle10" value: "vehicle10" } target_class_mapping { key: "vehicle11" value: "vehicle11" } target_class_mapping { key: "vehicle12" value: "vehicle12" } target_class_mapping { key: "vehicle13" value: "vehicle13" } target_class_mapping { key: "vehicle14" value: "vehicle4" } target_class_mapping { key: "vehicle15" value: "vehicle15" } target_class_mapping { key: "vehicle16" value: "vehicle16" } target_class_mapping { key: "vehicle17" value: "vehicle17" } validation_fold: 0 }