ssd anchors calculator add fixed anchors.

PiperOrigin-RevId: 509574814
This commit is contained in:
MediaPipe Team 2023-02-14 10:41:01 -08:00 committed by Copybara-Service
parent a578a702ec
commit c66b7e83f0
4 changed files with 32 additions and 15 deletions

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@ -26,6 +26,7 @@ mediapipe_proto_library(
deps = [ deps = [
"//mediapipe/framework:calculator_options_proto", "//mediapipe/framework:calculator_options_proto",
"//mediapipe/framework:calculator_proto", "//mediapipe/framework:calculator_proto",
"//mediapipe/framework/formats/object_detection:anchor_proto",
], ],
) )

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@ -162,6 +162,21 @@ class SsdAnchorsCalculator : public CalculatorBase {
cc->Options<SsdAnchorsCalculatorOptions>(); cc->Options<SsdAnchorsCalculatorOptions>();
auto anchors = absl::make_unique<std::vector<Anchor>>(); auto anchors = absl::make_unique<std::vector<Anchor>>();
if (!options.fixed_anchors().empty()) {
// Check fields for generating anchors are not set.
if (options.has_input_size_height() || options.has_input_size_width() ||
options.has_min_scale() || options.has_max_scale() ||
options.has_num_layers() || options.multiscale_anchor_generation()) {
return absl::InvalidArgumentError(
"Fixed anchors are provided, but fields are set for generating "
"anchors. When fixed anchors are set, fields for generating "
"anchors must not be set.");
}
anchors->assign(options.fixed_anchors().begin(),
options.fixed_anchors().end());
cc->OutputSidePackets().Index(0).Set(Adopt(anchors.release()));
return absl::OkStatus();
}
MP_RETURN_IF_ERROR(GenerateAnchors(anchors.get(), options)); MP_RETURN_IF_ERROR(GenerateAnchors(anchors.get(), options));
cc->OutputSidePackets().Index(0).Set(Adopt(anchors.release())); cc->OutputSidePackets().Index(0).Set(Adopt(anchors.release()));
return absl::OkStatus(); return absl::OkStatus();

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@ -17,6 +17,7 @@ syntax = "proto2";
package mediapipe; package mediapipe;
import "mediapipe/framework/calculator.proto"; import "mediapipe/framework/calculator.proto";
import "mediapipe/framework/formats/object_detection/anchor.proto";
// Options to generate anchors for SSD object detection models. // Options to generate anchors for SSD object detection models.
message SsdAnchorsCalculatorOptions { message SsdAnchorsCalculatorOptions {
@ -24,20 +25,22 @@ message SsdAnchorsCalculatorOptions {
optional SsdAnchorsCalculatorOptions ext = 247258239; optional SsdAnchorsCalculatorOptions ext = 247258239;
} }
// Size of input images. // Size of input images.
optional int32 input_size_width = 1; // required optional int32 input_size_width = 1; // required for generating anchors.
optional int32 input_size_height = 2; // required optional int32 input_size_height = 2; // required for generating anchros.
// Min and max scales for generating anchor boxes on feature maps. // Min and max scales for generating anchor boxes on feature maps.
optional float min_scale = 3; // required optional float min_scale = 3; // required for generating anchors.
optional float max_scale = 4; // required optional float max_scale = 4; // required for generating anchors.
// The offset for the center of anchors. The value is in the scale of stride. // The offset for the center of anchors. The value is in the scale of stride.
// E.g. 0.5 meaning 0.5 * |current_stride| in pixels. // E.g. 0.5 meaning 0.5 * |current_stride| in pixels.
optional float anchor_offset_x = 5 [default = 0.5]; // required optional float anchor_offset_x = 5
optional float anchor_offset_y = 6 [default = 0.5]; // required [default = 0.5]; // required for generating anchors.
optional float anchor_offset_y = 6
[default = 0.5]; // required for generating anchors.
// Number of output feature maps to generate the anchors on. // Number of output feature maps to generate the anchors on.
optional int32 num_layers = 7; // required optional int32 num_layers = 7; // required for generating anchors.
// Sizes of output feature maps to create anchors. Either feature_map size or // Sizes of output feature maps to create anchors. Either feature_map size or
// stride should be provided. // stride should be provided.
repeated int32 feature_map_width = 8; repeated int32 feature_map_width = 8;
@ -86,4 +89,8 @@ message SsdAnchorsCalculatorOptions {
// Whether to produce anchors in normalized coordinates. // Whether to produce anchors in normalized coordinates.
// for multiscale_anchor_generation only! // for multiscale_anchor_generation only!
optional bool normalize_coordinates = 20 [default = true]; optional bool normalize_coordinates = 20 [default = true];
// Fixed list of anchors. If set, all the other options to generate anchors
// are ignored.
repeated Anchor fixed_anchors = 21;
} }

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@ -15,19 +15,13 @@
# Description: # Description:
# Working with dense optical flow in mediapipe. # Working with dense optical flow in mediapipe.
load("//mediapipe/framework/port:build_config.bzl", "mediapipe_cc_proto_library") load("//mediapipe/framework/port:build_config.bzl", "mediapipe_proto_library")
licenses(["notice"]) licenses(["notice"])
package(default_visibility = ["//visibility:public"]) package(default_visibility = ["//visibility:public"])
proto_library( mediapipe_proto_library(
name = "anchor_proto", name = "anchor_proto",
srcs = ["anchor.proto"], srcs = ["anchor.proto"],
) )
mediapipe_cc_proto_library(
name = "anchor_cc_proto",
srcs = ["anchor.proto"],
deps = [":anchor_proto"],
)