mmdeploy/csrc/mmdeploy/codebase/mmocr/warp.cpp

82 lines
2.9 KiB
C++

// Copyright (c) OpenMMLab. All rights reserved.
#include <numeric>
#include "mmdeploy/archive/value_archive.h"
#include "mmdeploy/core/module.h"
#include "mmdeploy/core/registry.h"
#include "mmdeploy/core/utils/formatter.h"
#include "mmdeploy/core/value.h"
#include "mmdeploy/experimental/module_adapter.h"
#include "opencv2/imgproc/imgproc.hpp"
#include "opencv_utils.h"
namespace mmdeploy {
// warp rotated rect
class WarpBoxes {
public:
Result<Value> operator()(const Value& img, const Value& det) {
Value patches = ValueType::kArray;
if (det.is_object() && det.contains("boxes")) {
auto boxes = from_value<std::vector<std::vector<cv::Point>>>(det["boxes"]);
auto ori_img = mmdeploy::cpu::Mat2CVMat(img["ori_img"].get<mmdeploy::Mat>()).clone();
for (int i = 0; i < boxes.size(); ++i) {
auto patch = warp(ori_img, boxes[i]);
patches.push_back(make_pointer({{"ori_img", cpu::CVMat2Mat(patch, PixelFormat::kBGR)}}));
// cv::imwrite(std::to_string(i) + ".png", patch);
}
} else { // whole image as a bbox
patches.push_back({{"ori_img", img["ori_img"].get<mmdeploy::Mat>()}});
}
return patches;
}
// assuming rect
static cv::Mat warp(const cv::Mat& img, const std::vector<cv::Point>& _pts) {
auto pts = sort_vertex(_pts);
std::vector<cv::Point2f> src(begin(pts), end(pts));
auto e0 = norm(pts[0] - pts[1]);
auto e1 = norm(pts[1] - pts[2]);
auto w = static_cast<float>(std::max(e0, e1));
auto h = static_cast<float>(std::min(e0, e1));
std::vector<cv::Point2f> dst{{0, 0}, {w, 0}, {w, h}, {0, h}};
auto m = cv::getAffineTransform(src.data(), dst.data());
cv::Mat warped;
cv::warpAffine(img, warped, m, {static_cast<int>(w), static_cast<int>(h)});
return warped;
}
static std::vector<cv::Point> sort_vertex(std::vector<cv::Point> ps) {
auto pivot = *min_element(begin(ps), end(ps), [](auto r, auto p) {
return (r.y != p.y) ? (r.y < p.y) : (r.x < p.x);
});
// TODO: resolve tie with distance
sort(begin(ps), end(ps), [&](auto a, auto b) {
if (a == pivot) return b != pivot;
return (a - pivot).cross(b - pivot) > 0;
});
auto tl = accumulate(begin(ps) + 1, end(ps), ps[0], [](auto r, auto p) {
return cv::Point{std::min(r.x, p.x), std::min(r.y, p.y)};
});
auto cmp = [&](auto r, auto p) {
cv::Point2f u{r - tl}, v{p - tl};
return u.dot(u) < v.dot(v);
};
auto tl_idx = min_element(begin(ps), end(ps), cmp) - begin(ps);
rotate(begin(ps), begin(ps) + tl_idx, end(ps));
return ps;
}
};
class WarpBoxesCreator : public Creator<Module> {
public:
const char* GetName() const override { return "WarpBoxes"; }
int GetVersion() const override { return 0; }
std::unique_ptr<Module> Create(const Value& value) override { return CreateTask(WarpBoxes{}); }
};
REGISTER_MODULE(Module, WarpBoxesCreator);
} // namespace mmdeploy