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2731fd96
编写于
1月 30, 2018
作者:
D
dangqingqing
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Update doc for multiclass_nms_op.
上级
73b66540
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1
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1 changed file
with
10 addition
and
10 deletion
+10
-10
paddle/operators/multiclass_nms_op.cc
paddle/operators/multiclass_nms_op.cc
+10
-10
未找到文件。
paddle/operators/multiclass_nms_op.cc
浏览文件 @
2731fd96
...
@@ -37,13 +37,12 @@ class MulticlassNMSOp : public framework::OperatorWithKernel {
...
@@ -37,13 +37,12 @@ class MulticlassNMSOp : public framework::OperatorWithKernel {
auto
box_dims
=
ctx
->
GetInputDim
(
"Bboxes"
);
auto
box_dims
=
ctx
->
GetInputDim
(
"Bboxes"
);
auto
score_dims
=
ctx
->
GetInputDim
(
"Scores"
);
auto
score_dims
=
ctx
->
GetInputDim
(
"Scores"
);
PADDLE_ENFORCE_EQ
(
box_dims
.
size
(),
3
,
PADDLE_ENFORCE_EQ
(
box_dims
.
size
(),
2
,
"The rank of Input(Bboxes) must be 3."
);
"The rank of Input(Bboxes) must be 3."
);
PADDLE_ENFORCE_EQ
(
score_dims
.
size
(),
3
,
PADDLE_ENFORCE_EQ
(
score_dims
.
size
(),
3
,
"The rank of Input(Scores) must be 3."
);
"The rank of Input(Scores) must be 3."
);
PADDLE_ENFORCE_EQ
(
box_dims
[
0
],
score_dims
[
0
]);
PADDLE_ENFORCE_EQ
(
box_dims
[
2
],
4
);
PADDLE_ENFORCE_EQ
(
box_dims
[
2
],
4
);
PADDLE_ENFORCE_EQ
(
box_dims
[
1
],
score_dims
[
2
]);
PADDLE_ENFORCE_EQ
(
box_dims
[
0
],
score_dims
[
2
]);
// Here the box_dims[0] is not the real dimension of output.
// Here the box_dims[0] is not the real dimension of output.
// It will be rewritten in the computing kernel.
// It will be rewritten in the computing kernel.
...
@@ -308,17 +307,19 @@ class MulticlassNMSOpMaker : public framework::OpProtoAndCheckerMaker {
...
@@ -308,17 +307,19 @@ class MulticlassNMSOpMaker : public framework::OpProtoAndCheckerMaker {
.
SetDefault
(
0.3
);
.
SetDefault
(
0.3
);
AddAttr
<
int64_t
>
(
"nms_top_k"
,
AddAttr
<
int64_t
>
(
"nms_top_k"
,
"(int64_t) "
"(int64_t) "
"
."
);
"
Maximum number of results to be kept
."
);
AddAttr
<
float
>
(
"nms_eta"
,
AddAttr
<
float
>
(
"nms_eta"
,
"(float) "
"(float) "
"The parameter for adaptive nms."
)
"The parameter for adaptive nms."
)
.
SetDefault
(
1.0
);
.
SetDefault
(
1.0
);
AddAttr
<
int64_t
>
(
"keep_top_k"
,
AddAttr
<
int64_t
>
(
"keep_top_k"
,
"(int64_t) "
"(int64_t) "
"."
);
"Number of total bboxes to be kept per image after nms "
"step. -1 means keeping all bboxes after nms step."
);
AddAttr
<
float
>
(
"confidence_threshold"
,
AddAttr
<
float
>
(
"confidence_threshold"
,
"(float) "
"(float) "
"."
);
"Only consider detections whose confidences are larger than "
"a threshold. If not provided, consider all boxes."
);
AddOutput
(
"Out"
,
AddOutput
(
"Out"
,
"(LoDTensor) A 2-D LoDTensor with shape [No, 6] represents the "
"(LoDTensor) A 2-D LoDTensor with shape [No, 6] represents the "
"detections. Each row has 6 values: "
"detections. Each row has 6 values: "
...
@@ -328,15 +329,14 @@ class MulticlassNMSOpMaker : public framework::OpProtoAndCheckerMaker {
...
@@ -328,15 +329,14 @@ class MulticlassNMSOpMaker : public framework::OpProtoAndCheckerMaker {
"offset is N + 1, if LoD[i + 1] - LoD[i] == 0, means there is "
"offset is N + 1, if LoD[i + 1] - LoD[i] == 0, means there is "
"no detected bbox."
);
"no detected bbox."
);
AddComment
(
R"DOC(
AddComment
(
R"DOC(
This operators is to do multi-class non maximum suppression (
nms
) on a batched
This operators is to do multi-class non maximum suppression (
NMS
) on a batched
of boxes and scores.
of boxes and scores.
This op greedily selects a subset of detection bounding boxes, pruning
This op greedily selects a subset of detection bounding boxes, pruning
away boxes that have high IOU (intersection over union) overlap (> thresh)
away boxes that have high IOU (intersection over union) overlap (> thresh)
with already selected boxes. It operates independently for each class for
with already selected boxes. It operates independently for each class for
which scores are provided (via the scores field of the input box_list),
which scores are provided, pruning boxes with score less than a provided
pruning boxes with score less than a provided threshold prior to
threshold prior to applying NMS.
applying NMS.
)DOC"
);
)DOC"
);
}
}
...
...
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