Uses 911K of libraries. Click here for Pure Java version (11807L/64K).
!7 cmodule LearnDogsVsCats > DynSingleFunctionWithPrintLog { /*switchable*/ transient File dir = userDir("dev/dogs-vs-cats/train"); transient int eyeWidth = /*32*/10; transient double eyeSurround = 0.5; transient L<File> allImageFiles; transient L<BWImage> allEyeImages; transient Map<BWImage, File> eyeImageSources; transient ImageSurface is, isFound; start { if (!dm_osBooting()) thread { doIt(); } } JComponent makeButtons() { ret hstackWithSpacing(super.makeButtons(), jbutton("Random Image", rThread randomImage)); } void randomImage { recognizeImage(random(allImageFiles)); } void doIt { // load scaled down test images allImageFiles = listImageFiles(dir); Map<File, LPair<Rect, S>> markingsMap = new Map; for (File f : allImageFiles) mapPutIfNemptyValue(markingsMap, f, loadImageFileMarkings(f)); pnlStruct(markingsMap); if (empty(markingsMap)) ret with print("No marked images found in " + dir); new Map<File, BWIntegralImage> iImages; for (File f : keys(markingsMap)) iImages.put(f, BWIntegralImage(f)); print("Have " + n2(iImages, "integral image") + ", total size: " + str_toM(deepObjectSize(iImages))); allEyeImages = new L; eyeImageSources = new Map; for (File f : keys(markingsMap)) if (fileNameContains(f, "cat")) for (Pair<Rect, S> mark : markingsMap.get(f)) if (eqic(mark.b, "eye")) { BWImage img = bwResizeSmooth(iBWImageToBWImage(safeClipIBWImage(virtualScaledIntegralImageBW(iImages.get(f)), growRectProportionally(eyeSurround, mark.a) )), eyeWidth); allEyeImages.add(img); eyeImageSources.put(img, f); } //showImage(mergeBWImagesVertically(allEyeImages)); //showImage(scaleDownUsingIntegralImageBW(random(values(iImages)), 256)); //showImage(iBWImageToBWImage(virtualScaledIntegralImageBW(random(values(iImages)), 256))); //File f = random(allImageFiles); File f = firstFileWithName(allImageFiles, "cat.2516.jpg"); recognizeImage(f); } void recognizeImage(File f) { print(f); BWII_MultiPatternFinder finder = new(allEyeImages, BWIntegralImage(f)); disposePIFrame(is); is = null; for (FoundImg found : finder) { if (is == null || is.getImage().getWidth() != finder.currentScaleWidth) is = showImage(is, iBWImageToBWImage(finder.scaled)); print(found + " / " + eyeImageSources.get(finder.pattern)); overlaySelectionsOnImageSurface(is, ll(foundImgRect(found))); isFound = showZoomedImage(isFound, "Found", finder.pattern); } } }
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Snippet ID: | #1022991 |
Snippet name: | Learn Dogs vs Cats Prelude v2 [dev.] |
Eternal ID of this version: | #1022991/12 |
Text MD5: | ef5a48618637a88d9d77ed8e1b5f76c1 |
Transpilation MD5: | 8b95840bc60470e563a55848f9ae77b0 |
Author: | stefan |
Category: | javax / a.i. |
Type: | JavaX source code (Dynamic Module) |
Public (visible to everyone): | Yes |
Archived (hidden from active list): | No |
Created/modified: | 2019-04-17 17:25:15 |
Source code size: | 2773 bytes / 80 lines |
Pitched / IR pitched: | No / No |
Views / Downloads: | 318 / 586 |
Version history: | 11 change(s) |
Referenced in: | [show references] |