Merge pull request #14012 from qingqing01/map_api

Refine detection mAP in metrics.py.
release/1.1
qingqing01 6 years ago committed by GitHub
commit 8c166b64c8
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@ -316,7 +316,7 @@ class DetectionMAP(Evaluator):
gt_label (Variable): The ground truth label index, which is a LoDTensor gt_label (Variable): The ground truth label index, which is a LoDTensor
with shape [N, 1]. with shape [N, 1].
gt_box (Variable): The ground truth bounding box (bbox), which is a gt_box (Variable): The ground truth bounding box (bbox), which is a
LoDTensor with shape [N, 6]. The layout is [xmin, ymin, xmax, ymax]. LoDTensor with shape [N, 4]. The layout is [xmin, ymin, xmax, ymax].
gt_difficult (Variable|None): Whether this ground truth is a difficult gt_difficult (Variable|None): Whether this ground truth is a difficult
bounding bbox, which can be a LoDTensor [N, 1] or not set. If None, bounding bbox, which can be a LoDTensor [N, 1] or not set. If None,
it means all the ground truth labels are not difficult bbox. it means all the ground truth labels are not difficult bbox.

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@ -0,0 +1,49 @@
# Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved.
#
# Licensed 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 unittest
import paddle.fluid as fluid
from paddle.fluid.framework import Program, program_guard
class TestMetricsDetectionMap(unittest.TestCase):
def test_detection_map(self):
program = fluid.Program()
with program_guard(program):
detect_res = fluid.layers.data(
name='detect_res',
shape=[10, 6],
append_batch_size=False,
dtype='float32')
label = fluid.layers.data(
name='label',
shape=[10, 1],
append_batch_size=False,
dtype='float32')
box = fluid.layers.data(
name='bbox',
shape=[10, 4],
append_batch_size=False,
dtype='float32')
map_eval = fluid.metrics.DetectionMAP(
detect_res, label, box, class_num=21)
cur_map, accm_map = map_eval.get_map_var()
self.assertIsNotNone(cur_map)
self.assertIsNotNone(accm_map)
print(str(program))
if __name__ == '__main__':
unittest.main()
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