| # Licensed to the Apache Software Foundation (ASF) under one |
| # or more contributor license agreements. See the NOTICE file |
| # distributed with this work for additional information |
| # regarding copyright ownership. The ASF licenses this file |
| # to you under the Apache License, Version 2.0 (the |
| # "License"); you may not use this file except in compliance |
| # with the License. You may obtain a copy of the License at |
| # |
| # http://www.apache.org/licenses/LICENSE-2.0 |
| # |
| # Unless required by applicable law or agreed to in writing, |
| # software distributed under the License is distributed on an |
| # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY |
| # KIND, either express or implied. See the License for the |
| # specific language governing permissions and limitations |
| # under the License. |
| |
| import argparse |
| import mxnet as mx |
| from rcnn.logger import logger |
| from rcnn.config import config, default, generate_config |
| from rcnn.tools.test_rcnn import test_rcnn |
| |
| |
| def parse_args(): |
| parser = argparse.ArgumentParser(description='Test a Faster R-CNN network') |
| # general |
| parser.add_argument('--network', help='network name', default=default.network, type=str) |
| parser.add_argument('--dataset', help='dataset name', default=default.dataset, type=str) |
| args, rest = parser.parse_known_args() |
| generate_config(args.network, args.dataset) |
| parser.add_argument('--image_set', help='image_set name', default=default.test_image_set, type=str) |
| parser.add_argument('--root_path', help='output data folder', default=default.root_path, type=str) |
| parser.add_argument('--dataset_path', help='dataset path', default=default.dataset_path, type=str) |
| # testing |
| parser.add_argument('--prefix', help='model to test with', default=default.e2e_prefix, type=str) |
| parser.add_argument('--epoch', help='model to test with', default=default.e2e_epoch, type=int) |
| parser.add_argument('--gpu', help='GPU device to test with', default=0, type=int) |
| # rcnn |
| parser.add_argument('--vis', help='turn on visualization', action='store_true') |
| parser.add_argument('--thresh', help='valid detection threshold', default=1e-3, type=float) |
| parser.add_argument('--shuffle', help='shuffle data on visualization', action='store_true') |
| parser.add_argument('--has_rpn', help='generate proposals on the fly', action='store_true', default=True) |
| parser.add_argument('--proposal', help='can be ss for selective search or rpn', default='rpn', type=str) |
| args = parser.parse_args() |
| return args |
| |
| |
| def main(): |
| args = parse_args() |
| logger.info('Called with argument: %s' % args) |
| ctx = mx.gpu(args.gpu) |
| test_rcnn(args.network, args.dataset, args.image_set, args.root_path, args.dataset_path, |
| ctx, args.prefix, args.epoch, |
| args.vis, args.shuffle, args.has_rpn, args.proposal, args.thresh) |
| |
| if __name__ == '__main__': |
| main() |