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405 lines (357 loc) · 17.6 KB
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/* Ball Reader
*
* From: https://github.com/PokemonAutomation/
*
*/
#include <algorithm>
#include <map>
#include "Common/Cpp/Exceptions.h"
#include "CommonFramework/GlobalAutoPaths.h"
#include "CommonFramework/ImageTypes/ImageViewRGB32.h"
#include "CommonFramework/Notifications/ProgramInfo.h"
#include "CommonFramework/Recording/StreamHistorySession.h"
#include "CommonFramework/Tools/ErrorDumper.h"
#include "CommonTools/Images/BinaryImage_FilterRgb32.h"
#include "CommonTools/ImageMatch/ImageCropper.h"
#include "Kernels/Waterfill/Kernels_Waterfill_Session.h"
#include "VideoGames/PokemonHome/Resources/PokemonHome_PokeballSprites.h"
#include "PokemonHome_BallReader.h"
#include "Tests/TestUtils.h"
namespace PokemonAutomation{
namespace NintendoSwitch{
namespace PokemonHome{
namespace{
constexpr double MAX_BALL_ALPHA = 0.40;
ImageViewRGB32 crop_ball_sprite(const ImageViewRGB32& image, double min_distance_squared){
ImageStats border = image_border_stats(image);
ImagePixelBox box = ImageMatch::enclosing_rectangle_with_pixel_filter(
image,
[&](Color pixel){
double r = (double)pixel.red() - border.average.r;
double g = (double)pixel.green() - border.average.g;
double b = (double)pixel.blue() - border.average.b;
return r*r + g*g + b*b >= min_distance_squared;
}
);
return extract_box_reference(image, box);
}
}
class PokeballSpriteMatcher::SimilarBallGroupMatcher{
struct PairMatchers{
PairMatchers(size_t first, size_t second, ImageRGB32 a, ImageRGB32 b)
: first(first), second(second)
, a(std::move(a), {1, 128})
, b(std::move(b), {1, 128})
{}
size_t first;
size_t second;
ImageMatch::WeightedExactImageMatcher a;
ImageMatch::WeightedExactImageMatcher b;
};
public:
SimilarBallGroupMatcher(
const SimilarBallGroup& config,
const std::map<std::string, ImageRGB32>& cleaned_sprites
)
: m_config(config)
{
if (config.slugs.size() < 2 || config.comparison_width == 0 || config.comparison_height == 0
|| config.min_detail_pixels < 2 || config.min_pixel_distance <= 0
|| config.crop_distance <= 0 || config.coarse_spread < 0
|| config.max_detail_alpha < 0 || config.detail_spread < 0
){
throw InternalProgramError(nullptr, PA_CURRENT_FUNCTION, "Invalid similar ball group.");
}
std::vector<ImageRGB32> sprites;
for (const std::string& slug : config.slugs){
auto iter = cleaned_sprites.find(slug);
if (iter == cleaned_sprites.end()){
throw InternalProgramError(nullptr, PA_CURRENT_FUNCTION, "Invalid similar ball group member: " + slug);
}
ImageViewRGB32 trimmed = ImageMatch::trim_image_alpha(iter->second);
sprites.emplace_back(trimmed.scale_to(config.comparison_width, config.comparison_height));
}
for (size_t i = 0; i < sprites.size(); i++){
for (size_t j = 0; j < i; j++){
ImageRGB32 a = sprites[j].copy();
ImageRGB32 b = sprites[i].copy();
size_t detail_pixels = 0;
for (size_t y = 0; y < config.comparison_height; y++){
for (size_t x = 0; x < config.comparison_width; x++){
Color first(a.pixel(x, y)), second(b.pixel(x, y));
double r = (double)first.red() - second.red();
double g = (double)first.green() - second.green();
double blue = (double)first.blue() - second.blue();
if (first.alpha() == 255 && second.alpha() == 255
&& r*r + g*g + blue*blue >= config.min_pixel_distance * config.min_pixel_distance
){
detail_pixels++;
}else{
a.pixel(x, y) = 0;
b.pixel(x, y) = 0;
}
}
}
if (detail_pixels >= config.min_detail_pixels){
m_pairs.emplace_back(std::make_unique<PairMatchers>(j, i, std::move(a), std::move(b)));
}
}
}
}
double coarse_spread() const{ return m_config.coarse_spread; }
bool contains(const std::string& slug) const{
return std::find(m_config.slugs.begin(), m_config.slugs.end(), slug) != m_config.slugs.end();
}
std::string winner(const ImageViewRGB32& image) const{
ImageViewRGB32 crop = crop_ball_sprite(image, m_config.crop_distance * m_config.crop_distance);
std::vector<size_t> wins(m_config.slugs.size(), 0);
for (const auto& pair : m_pairs){
double a = pair->a.diff(crop);
double b = pair->b.diff(crop);
if (a <= m_config.max_detail_alpha && b - a > m_config.detail_spread){
wins[pair->first]++;
}
if (b <= m_config.max_detail_alpha && a - b > m_config.detail_spread){
wins[pair->second]++;
}
}
for (size_t i = 0; i < wins.size(); i++){
if (wins[i] == m_config.slugs.size() - 1){
return m_config.slugs[i];
}
}
return "";
}
private:
SimilarBallGroup m_config;
std::vector<std::unique_ptr<PairMatchers>> m_pairs;
};
PokeballSpriteMatcher::PokeballSpriteMatcher(double min_euclidean_distance)
: PokeballSpriteMatcher(
{
SimilarBallGroup{
.slugs = {"heavy-ball-pla", "leaden-ball", "gigaton-ball"},
},
SimilarBallGroup{
.slugs = {"fast-ball", "poke-ball"},
},
},
min_euclidean_distance
)
{}
PokeballSpriteMatcher::PokeballSpriteMatcher(
const std::vector<SimilarBallGroup>& groups, double min_euclidean_distance
)
: CroppedImageDictionaryMatcher({1, 128})
, m_min_euclidean_distance_squared(min_euclidean_distance * min_euclidean_distance)
{
std::map<std::string, ImageRGB32> cleaned_sprites;
for (const auto& item : PokemonHome::ALL_POKEBALL_SPRITES()){
ImageRGB32 sprite = remove_white_border(item.second.sprite);
add(item.first, sprite);
cleaned_sprites.emplace(item.first, std::move(sprite));
}
std::vector<std::string> grouped_slugs;
for (const SimilarBallGroup& group : groups){
for (const std::string& slug : group.slugs){
if (std::find(grouped_slugs.begin(), grouped_slugs.end(), slug) != grouped_slugs.end()){
throw InternalProgramError(nullptr, PA_CURRENT_FUNCTION, "Overlapping similar ball groups: " + slug);
}
grouped_slugs.emplace_back(slug);
}
m_similar_groups.emplace_back(std::make_unique<SimilarBallGroupMatcher>(group, cleaned_sprites));
}
}
PokeballSpriteMatcher::~PokeballSpriteMatcher() = default;
ImageMatch::ImageMatchResult PokeballSpriteMatcher::match(const ImageViewRGB32& image, double alpha_spread) const{
double coarse_spread = alpha_spread;
for (const auto& group : m_similar_groups){
coarse_spread = std::max(coarse_spread, group->coarse_spread());
}
ImageMatch::ImageMatchResult coarse = CroppedImageDictionaryMatcher::match(image, coarse_spread);
if (coarse.results.empty()){
return coarse;
}
ImageMatch::ImageMatchResult result = coarse;
result.clear_beyond_spread(alpha_spread);
const double best_alpha = coarse.results.begin()->first;
if (best_alpha <= MAX_BALL_ALPHA){
for (const auto& group : m_similar_groups){
bool plausible = false;
for (const auto& item : coarse.results){
if (group->contains(item.second) && item.first <= MAX_BALL_ALPHA
&& item.first <= best_alpha + group->coarse_spread()
){
plausible = true;
break;
}
}
if (!plausible){
continue;
}
std::string winner = group->winner(image);
auto selected = std::find_if(coarse.results.begin(), coarse.results.end(), [&](const auto& item){
return item.second == winner && item.first <= MAX_BALL_ALPHA
&& item.first <= best_alpha + group->coarse_spread();
});
if (selected == coarse.results.end()){
continue;
}
for (auto iter = result.results.begin(); iter != result.results.end();){
if (group->contains(iter->second)){
iter = result.results.erase(iter);
}else{
++iter;
}
}
result.add(selected->first, winner);
}
}
result.clear_beyond_spread(alpha_spread);
return result;
}
ImageRGB32 PokeballSpriteMatcher::remove_white_border(const ImageViewRGB32& image){
using namespace Kernels::Waterfill;
ImageRGB32 ret = image.copy();
{
auto matrix = compress_rgb32_to_binary_range(ret, 0x00000000, 0x7f000000);
auto session = make_WaterfillSession(matrix);
auto iter = session->make_iterator(200);
WaterfillObject object;
if (!iter->find_next(object, true)){
return ret;
}
filter_by_mask(object.packed_matrix(), ret, Color(0xffffffff), false);
}
{
auto matrix = compress_rgb32_to_binary_range(ret, 0x00808080, 0xffffffff);
auto session = make_WaterfillSession(matrix);
auto iter = session->make_iterator(200);
WaterfillObject object;
if (!iter->find_next(object, true)){
return ret;
}
filter_by_mask(object.packed_matrix(), ret, Color(0x00000000), false);
}
return ret;
}
auto PokeballSpriteMatcher::get_crop_candidates(const ImageViewRGB32& image) const -> std::vector<ImageViewRGB32>{
std::vector<ImageViewRGB32> ret;
ret.emplace_back(crop_ball_sprite(image, m_min_euclidean_distance_squared));
return ret;
}
const double BallReader::MAX_ALPHA = MAX_BALL_ALPHA;
const double BallReader::ALPHA_SPREAD = 0.02;
const PokeballSpriteMatcher& BALL_SPRITE_MATCHER(){
static PokeballSpriteMatcher matcher;
return matcher;
}
BallReader::BallReader(VideoStream& stream)
: m_matcher(BALL_SPRITE_MATCHER())
, m_stream(stream)
, m_box_sprite(stream.overlay(), {0.228, 0.095, 0.030, 0.049})
{}
std::string BallReader::read_ball(const ImageViewRGB32& screen) const{
if (!screen){
return "";
}
ImageMatch::ImageMatchResult sprite_result;
{
ImageViewRGB32 image = extract_box_reference(screen, m_box_sprite);
sprite_result = m_matcher.match(image, ALPHA_SPREAD);
sprite_result.log(m_stream.logger(), 0.50);
if (!sprite_result.results.empty() && sprite_result.results.begin()->first > MAX_ALPHA){
sprite_result.results.clear();
}
}
if (sprite_result.results.size() != 1){
dump_image(m_stream.logger(), ProgramInfo(), "BallReader", screen);
}
if (sprite_result.results.empty()){
return "";
}
return sprite_result.results.begin()->second;
}
class Test_BallReader : public UnitTest{
public:
Test_BallReader(
const std::string& image,
const std::string& expected
)
: UnitTest("PokemonHome::BallReader - " + image)
, m_image(UNIT_TEST_RESOURCE_PATH() + image)
, m_expected(expected)
{}
virtual UnitTestResult run(Logger& logger, CancellableScope& scope) const override{
DummyAudioFeed audio_feed;
DummyVideoFeed video_feed;
StreamHistorySession history(logger);
DummyVideoOverlay video_overlay;
VideoStream stream(logger, audio_feed, video_feed, history, video_overlay);
ImageRGB32 image(m_image);
BallReader reader(stream);
std::string result = reader.read_ball(image);
if (result == m_expected)
return true;
return "Expected: " + m_expected + ", received: " + result;
};
private:
std::string m_image;
std::string m_expected;
};
void add_tests_BallReader(UnitTestDatabase& database){
database.add<Test_BallReader>("PokemonHome/SummaryScreen/annihilape_Regular.png", "poke-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/bidoof_Regular.png", "ultra-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/bulbasaur_Regular.png", "ultra-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/bulbasuar_Shiny_Go.png", "poke-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/bulbasuar_Shiny_Lza.png", "repeat-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/capskid_Regular.png", "poke-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/castform_Regular.png", "poke-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/cyclizar_Regular.png", "poke-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/dudunsparce_Regular.png", "poke-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/dudunsparce_Regular_Sv.png", "quick-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/enamorus_Shiny.png", "cherish-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/gimmighoul_Regular.png", "ultra-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/glimmet_Regular.png", "poke-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/gogoat_Regular.png", "poke-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/greatTusk_Shiny.png", "poke-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/hatterne_Regular.png", "ultra-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/houndstone_Regular.png", "poke-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/ironBunde_Regular.png", "dive-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/ironBundle_Regular_Sv.png", "quick-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/ironJugulis_Regular.png", "quick-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/ironThorns_Regular.png", "ultra-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/kilowattrel_Regular.png", "poke-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/kingler_Shiny.png", "net-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/komala_Regular.png", "poke-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/krabby_Shiny.png", "ultra-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/machamp_Regular.png", "repeat-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/pancham_Shiny.png", "luxury-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/rapidash_Regular.png", "ultra-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/rellor_Regular.png", "great-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/riolu_Regular.png", "poke-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/rowlet_ShinyAlpha.png", "jet-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/scovillain_Regular.png", "great-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/slitherWing_Shiny.png", "beast-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/squirtle_Shiny.png", "poke-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/tapuLele_Shiny.png", "cherish-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/tatsugiri_Regular.png", "quick-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/teddiursa_Regular.png", "wing-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/terapagos_regular.png", "luxury-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/vulpix_Regular.png", "poke-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/vulpix_Shiny.png", "luxury-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/wartortle_Regular.png", "ultra-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/wurmple_Regular.png", "premier-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/GBA-Origin-ElgatoHD60Pro-NV12.png", "poke-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/GBA-Origin-ElgatoHD60Pro-YUYV.png", "poke-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/Farfetchd-fast-ball.png", "fast-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/Machamp-gigaton-ball.png", "gigaton-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/Machoke-gigaton-ball.png", "gigaton-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/Machop-gigaton-ball.png", "gigaton-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/Magnemite-gigaton-ball.png", "gigaton-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/Magneton-gigaton-ball.png", "gigaton-ball");
database.add<Test_BallReader>("PokemonHome/SummaryScreen/Slowpoke-fast-ball.png", "fast-ball");
}
}
}
}