150 lines
4.3 KiB
C
150 lines
4.3 KiB
C
#include "imageInput.h"
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#include <stdio.h>
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#include <stdlib.h>
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#include <string.h>
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#include <stdint.h>
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#include "mnistVisualization.h"
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#include "neuralNetwork.h"
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#define LABEL "__info2_image_file_format__"
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#define LABEL_SIZE (sizeof(LABEL))
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#define DEBUG 2
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// Hilfsfunktion: liest Header aus Datei
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static int read_header(uint16_t *size, uint16_t *width, uint16_t *height, char *header_label, FILE *file) {
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if (fread(header_label, 1, LABEL_SIZE - 1, file) != LABEL_SIZE - 1)
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return 0;
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header_label[LABEL_SIZE - 1] = '\0';
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if (fread(size, sizeof(uint16_t), 1, file) != 1) return 0;
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if (fread(width, sizeof(uint16_t), 1, file) != 1) return 0;
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if (fread(height, sizeof(uint16_t), 1, file) != 1) return 0;
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return 1;
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}
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// Liest alle Bilder nacheinander ein
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static int read_images(GrayScaleImageSeries *series, FILE *file, unsigned int width, unsigned int height, unsigned int count) {
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for (unsigned int i = 0; i < count; i++) {
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//Bildbreite und -höhe setzen
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series->images[i].width = width;
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series->images[i].height = height;
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// Anzahl der Pixel (= Anzahl Bytes im Graustufenbild)
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size_t image_bytes = width * height;
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// Anlegen des Bildspeichers
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series->images[i].buffer =
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malloc(image_bytes * sizeof(GrayScalePixelType));
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if (!series->images[i].buffer) {
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fprintf(stderr, "Speicherfehler bei Einzelbild.\n");
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// Bereits eingelesene Bilder freigeben
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for (unsigned int j = 0; j < i; j++)
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free(series->images[j].buffer);
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return 0;
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}
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// Bildpixel einlesen
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if (fread(series->images[i].buffer, 1, image_bytes, file) != image_bytes)
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return 0;
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// Label einlesen
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if (fread(&series->labels[i], 1, 1, file) != 1)
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return 0;
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}
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return 1;
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}
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// Hauptfunktion: Bilddatei einlesen
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GrayScaleImageSeries *readImages(const char *path) {
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FILE *file = fopen(path, "rb");
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if (!file) {
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fprintf(stderr, "Fehler: Datei konnte nicht geoeffnet werden.\n");
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return NULL;
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}
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// Speicher für die gesamte Serie anlegen
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GrayScaleImageSeries *series = malloc(sizeof(GrayScaleImageSeries));
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if (!series) {
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fprintf(stderr, "Speicherfehler für Bilderliste.\n");
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fclose(file);
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return NULL;
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}
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uint16_t size16 = 0, width16 = 0, height16 = 0;
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char header_label[LABEL_SIZE];
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if (!read_header(&size16, &width16, &height16, header_label, file)) {
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fprintf(stderr, "Fehler beim Lesen des Headers.\n");
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free(series);
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fclose(file);
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return NULL;
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}
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// Prüfen auf Korrektheit der Header-Datei
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if (strcmp(header_label, LABEL) != 0) {
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fprintf(stderr, "Falsches Dateiformat.\n");
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free(series);
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fclose(file);
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return NULL;
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}
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// Prüfen auf ungültige Werte
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if (size16 == 0 || width16 == 0 || height16 == 0) {
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fprintf(stderr, "Ungueltige Headerwerte.\n");
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free(series);
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fclose(file);
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return NULL;
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}
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series->count = size16;
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// Speicher für Bilder reservieren
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series->images = malloc(size16 * sizeof(GrayScaleImage));
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if (!series->images) {
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fprintf(stderr, "Speicherfehler für Bildarray.\n");
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free(series);
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fclose(file);
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return NULL;
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}
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// Speicher für Labels reservieren
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series->labels = malloc(size16 * sizeof(unsigned char));
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if (!series->labels) {
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fprintf(stderr, "Speicherfehler für Labelarray.\n");
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free(series->images);
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free(series);
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fclose(file);
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return NULL;
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}
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// Einlesen der Bilder
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if (!read_images(series, file, width16, height16, size16)) {
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fprintf(stderr, "Fehler beim Lesen der Bilder.\n");
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// Nur das freigeben, was wirklich existiert
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for (unsigned int i = 0; i < size16; i++)
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free(series->images[i].buffer);
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free(series->labels);
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free(series->images);
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free(series);
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fclose(file);
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return NULL;
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}
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fclose(file);
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return series;
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}
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//Speicher freigeben
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void clearSeries(GrayScaleImageSeries *series) {
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if (!series) return;
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for (int i = 0; i < series->count; i++)
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free(series->images[i].buffer);
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free(series->images);
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free(series->labels);
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free(series);
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} |