From 4e77088f531282a65e4755d92cdc67490e7a4dbb Mon Sep 17 00:00:00 2001
From: "ivan.rigo" <ivan.rigo@etu.hesge.ch>
Date: Mon, 29 May 2023 15:33:33 +0200
Subject: [PATCH] Model need Tweaking
---
OCR/BackendOCR.py | 67 +++++++++++++++++++++++-
OCR/ImageTest/0/0_1.jpg | Bin 0 -> 635 bytes
OCR/ImageTest/0/0_10.jpg | Bin 0 -> 649 bytes
OCR/ImageTest/0/0_11.jpg | Bin 0 -> 687 bytes
OCR/ImageTest/0/0_12.jpg | Bin 0 -> 643 bytes
OCR/ImageTest/0/0_13.jpg | Bin 0 -> 696 bytes
OCR/ImageTest/0/0_14.jpg | Bin 0 -> 682 bytes
OCR/ImageTest/0/0_15.jpg | Bin 0 -> 627 bytes
OCR/ImageTest/0/0_16.jpg | Bin 0 -> 593 bytes
OCR/ImageTest/0/0_17.jpg | Bin 0 -> 630 bytes
OCR/ImageTest/0/0_18.jpg | Bin 0 -> 665 bytes
OCR/ImageTest/0/0_19.jpg | Bin 0 -> 640 bytes
OCR/ImageTest/0/0_2.jpg | Bin 0 -> 625 bytes
OCR/ImageTest/0/0_20.jpg | Bin 0 -> 634 bytes
OCR/ImageTest/0/0_3.jpg | Bin 0 -> 688 bytes
OCR/ImageTest/0/0_4.jpg | Bin 0 -> 609 bytes
OCR/ImageTest/0/0_5.jpg | Bin 0 -> 641 bytes
OCR/ImageTest/0/0_6.jpg | Bin 0 -> 691 bytes
OCR/ImageTest/0/0_7.jpg | Bin 0 -> 670 bytes
OCR/ImageTest/0/0_8.jpg | Bin 0 -> 657 bytes
OCR/ImageTest/0/0_9.jpg | Bin 0 -> 696 bytes
OCR/ImageTest/1/1_1.jpg | Bin 0 -> 566 bytes
OCR/ImageTest/1/1_10.jpg | Bin 0 -> 528 bytes
OCR/ImageTest/1/1_11.jpg | Bin 0 -> 557 bytes
OCR/ImageTest/1/1_12.jpg | Bin 0 -> 565 bytes
OCR/ImageTest/1/1_13.jpg | Bin 0 -> 498 bytes
OCR/ImageTest/1/1_14.jpg | Bin 0 -> 489 bytes
OCR/ImageTest/1/1_15.jpg | Bin 0 -> 527 bytes
OCR/ImageTest/1/1_16.jpg | Bin 0 -> 540 bytes
OCR/ImageTest/1/1_17.jpg | Bin 0 -> 509 bytes
OCR/ImageTest/1/1_18.jpg | Bin 0 -> 497 bytes
OCR/ImageTest/1/1_19.jpg | Bin 0 -> 518 bytes
OCR/ImageTest/1/1_2.jpg | Bin 0 -> 579 bytes
OCR/ImageTest/1/1_20.jpg | Bin 0 -> 496 bytes
OCR/ImageTest/1/1_3.jpg | Bin 0 -> 513 bytes
OCR/ImageTest/1/1_4.jpg | Bin 0 -> 503 bytes
OCR/ImageTest/1/1_5.jpg | Bin 0 -> 583 bytes
OCR/ImageTest/1/1_6.jpg | Bin 0 -> 510 bytes
OCR/ImageTest/1/1_7.jpg | Bin 0 -> 574 bytes
OCR/ImageTest/1/1_8.jpg | Bin 0 -> 605 bytes
OCR/ImageTest/1/1_9.jpg | Bin 0 -> 577 bytes
OCR/ImageTest/2/2_1.jpg | Bin 0 -> 612 bytes
OCR/ImageTest/2/2_10.jpg | Bin 0 -> 629 bytes
OCR/ImageTest/2/2_11.jpg | Bin 0 -> 640 bytes
OCR/ImageTest/2/2_12.jpg | Bin 0 -> 570 bytes
OCR/ImageTest/2/2_13.jpg | Bin 0 -> 632 bytes
OCR/ImageTest/2/2_14.jpg | Bin 0 -> 663 bytes
OCR/ImageTest/2/2_15.jpg | Bin 0 -> 636 bytes
OCR/ImageTest/2/2_16.jpg | Bin 0 -> 584 bytes
OCR/ImageTest/2/2_17.jpg | Bin 0 -> 678 bytes
OCR/ImageTest/2/2_18.jpg | Bin 0 -> 565 bytes
OCR/ImageTest/2/2_19.jpg | Bin 0 -> 625 bytes
OCR/ImageTest/2/2_2.jpg | Bin 0 -> 609 bytes
OCR/ImageTest/2/2_20.jpg | Bin 0 -> 622 bytes
OCR/ImageTest/2/2_3.jpg | Bin 0 -> 631 bytes
OCR/ImageTest/2/2_4.jpg | Bin 0 -> 620 bytes
OCR/ImageTest/2/2_5.jpg | Bin 0 -> 638 bytes
OCR/ImageTest/2/2_6.jpg | Bin 0 -> 630 bytes
OCR/ImageTest/2/2_7.jpg | Bin 0 -> 632 bytes
OCR/ImageTest/2/2_8.jpg | Bin 0 -> 614 bytes
OCR/ImageTest/2/2_9.jpg | Bin 0 -> 634 bytes
OCR/ImageTest/3/3_1.jpg | Bin 0 -> 605 bytes
OCR/ImageTest/3/3_10.jpg | Bin 0 -> 639 bytes
OCR/ImageTest/3/3_11.jpg | Bin 0 -> 652 bytes
OCR/ImageTest/3/3_12.jpg | Bin 0 -> 551 bytes
OCR/ImageTest/3/3_13.jpg | Bin 0 -> 635 bytes
OCR/ImageTest/3/3_14.jpg | Bin 0 -> 569 bytes
OCR/ImageTest/3/3_15.jpg | Bin 0 -> 600 bytes
OCR/ImageTest/3/3_16.jpg | Bin 0 -> 626 bytes
OCR/ImageTest/3/3_17.jpg | Bin 0 -> 615 bytes
OCR/ImageTest/3/3_18.jpg | Bin 0 -> 580 bytes
OCR/ImageTest/3/3_19.jpg | Bin 0 -> 655 bytes
OCR/ImageTest/3/3_2.jpg | Bin 0 -> 604 bytes
OCR/ImageTest/3/3_20.jpg | Bin 0 -> 641 bytes
OCR/ImageTest/3/3_3.jpg | Bin 0 -> 634 bytes
OCR/ImageTest/3/3_4.jpg | Bin 0 -> 574 bytes
OCR/ImageTest/3/3_5.jpg | Bin 0 -> 620 bytes
OCR/ImageTest/3/3_6.jpg | Bin 0 -> 610 bytes
OCR/ImageTest/3/3_7.jpg | Bin 0 -> 627 bytes
OCR/ImageTest/3/3_8.jpg | Bin 0 -> 612 bytes
OCR/ImageTest/3/3_9.jpg | Bin 0 -> 635 bytes
OCR/ImageTest/4/4_1.jpg | Bin 0 -> 570 bytes
OCR/ImageTest/4/4_10.jpg | Bin 0 -> 560 bytes
OCR/ImageTest/4/4_11.jpg | Bin 0 -> 612 bytes
OCR/ImageTest/4/4_12.jpg | Bin 0 -> 605 bytes
OCR/ImageTest/4/4_13.jpg | Bin 0 -> 602 bytes
OCR/ImageTest/4/4_14.jpg | Bin 0 -> 584 bytes
OCR/ImageTest/4/4_15.jpg | Bin 0 -> 544 bytes
OCR/ImageTest/4/4_16.jpg | Bin 0 -> 591 bytes
OCR/ImageTest/4/4_17.jpg | Bin 0 -> 679 bytes
OCR/ImageTest/4/4_18.jpg | Bin 0 -> 569 bytes
OCR/ImageTest/4/4_19.jpg | Bin 0 -> 599 bytes
OCR/ImageTest/4/4_2.jpg | Bin 0 -> 575 bytes
OCR/ImageTest/4/4_20.jpg | Bin 0 -> 591 bytes
OCR/ImageTest/4/4_3.jpg | Bin 0 -> 568 bytes
OCR/ImageTest/4/4_4.jpg | Bin 0 -> 525 bytes
OCR/ImageTest/4/4_5.jpg | Bin 0 -> 600 bytes
OCR/ImageTest/4/4_6.jpg | Bin 0 -> 597 bytes
OCR/ImageTest/4/4_7.jpg | Bin 0 -> 582 bytes
OCR/ImageTest/4/4_8.jpg | Bin 0 -> 558 bytes
OCR/ImageTest/4/4_9.jpg | Bin 0 -> 598 bytes
OCR/ImageTest/5/5_1.jpg | Bin 0 -> 596 bytes
OCR/ImageTest/5/5_10.jpg | Bin 0 -> 624 bytes
OCR/ImageTest/5/5_11.jpg | Bin 0 -> 569 bytes
OCR/ImageTest/5/5_12.jpg | Bin 0 -> 635 bytes
OCR/ImageTest/5/5_13.jpg | Bin 0 -> 619 bytes
OCR/ImageTest/5/5_14.jpg | Bin 0 -> 564 bytes
OCR/ImageTest/5/5_15.jpg | Bin 0 -> 566 bytes
OCR/ImageTest/5/5_16.jpg | Bin 0 -> 567 bytes
OCR/ImageTest/5/5_17.jpg | Bin 0 -> 566 bytes
OCR/ImageTest/5/5_18.jpg | Bin 0 -> 573 bytes
OCR/ImageTest/5/5_19.jpg | Bin 0 -> 615 bytes
OCR/ImageTest/5/5_2.jpg | Bin 0 -> 561 bytes
OCR/ImageTest/5/5_20.jpg | Bin 0 -> 635 bytes
OCR/ImageTest/5/5_3.jpg | Bin 0 -> 619 bytes
OCR/ImageTest/5/5_4.jpg | Bin 0 -> 571 bytes
OCR/ImageTest/5/5_5.jpg | Bin 0 -> 557 bytes
OCR/ImageTest/5/5_6.jpg | Bin 0 -> 559 bytes
OCR/ImageTest/5/5_7.jpg | Bin 0 -> 547 bytes
OCR/ImageTest/5/5_8.jpg | Bin 0 -> 559 bytes
OCR/ImageTest/5/5_9.jpg | Bin 0 -> 590 bytes
OCR/ImageTest/6/6_1.jpg | Bin 0 -> 537 bytes
OCR/ImageTest/6/6_10.jpg | Bin 0 -> 625 bytes
OCR/ImageTest/6/6_11.jpg | Bin 0 -> 639 bytes
OCR/ImageTest/6/6_12.jpg | Bin 0 -> 616 bytes
OCR/ImageTest/6/6_13.jpg | Bin 0 -> 549 bytes
OCR/ImageTest/6/6_14.jpg | Bin 0 -> 563 bytes
OCR/ImageTest/6/6_15.jpg | Bin 0 -> 569 bytes
OCR/ImageTest/6/6_16.jpg | Bin 0 -> 527 bytes
OCR/ImageTest/6/6_17.jpg | Bin 0 -> 637 bytes
OCR/ImageTest/6/6_18.jpg | Bin 0 -> 618 bytes
OCR/ImageTest/6/6_19.jpg | Bin 0 -> 630 bytes
OCR/ImageTest/6/6_2.jpg | Bin 0 -> 594 bytes
OCR/ImageTest/6/6_20.jpg | Bin 0 -> 537 bytes
OCR/ImageTest/6/6_3.jpg | Bin 0 -> 500 bytes
OCR/ImageTest/6/6_4.jpg | Bin 0 -> 640 bytes
OCR/ImageTest/6/6_5.jpg | Bin 0 -> 588 bytes
OCR/ImageTest/6/6_6.jpg | Bin 0 -> 569 bytes
OCR/ImageTest/6/6_7.jpg | Bin 0 -> 614 bytes
OCR/ImageTest/6/6_8.jpg | Bin 0 -> 622 bytes
OCR/ImageTest/6/6_9.jpg | Bin 0 -> 500 bytes
OCR/ImageTest/7/7_1.jpg | Bin 0 -> 652 bytes
OCR/ImageTest/7/7_10.jpg | Bin 0 -> 592 bytes
OCR/ImageTest/7/7_11.jpg | Bin 0 -> 594 bytes
OCR/ImageTest/7/7_12.jpg | Bin 0 -> 617 bytes
OCR/ImageTest/7/7_13.jpg | Bin 0 -> 589 bytes
OCR/ImageTest/7/7_14.jpg | Bin 0 -> 580 bytes
OCR/ImageTest/7/7_15.jpg | Bin 0 -> 605 bytes
OCR/ImageTest/7/7_16.jpg | Bin 0 -> 573 bytes
OCR/ImageTest/7/7_17.jpg | Bin 0 -> 619 bytes
OCR/ImageTest/7/7_18.jpg | Bin 0 -> 608 bytes
OCR/ImageTest/7/7_19.jpg | Bin 0 -> 650 bytes
OCR/ImageTest/7/7_2.jpg | Bin 0 -> 643 bytes
OCR/ImageTest/7/7_20.jpg | Bin 0 -> 634 bytes
OCR/ImageTest/7/7_3.jpg | Bin 0 -> 642 bytes
OCR/ImageTest/7/7_4.jpg | Bin 0 -> 599 bytes
OCR/ImageTest/7/7_5.jpg | Bin 0 -> 649 bytes
OCR/ImageTest/7/7_6.jpg | Bin 0 -> 637 bytes
OCR/ImageTest/7/7_7.jpg | Bin 0 -> 589 bytes
OCR/ImageTest/7/7_8.jpg | Bin 0 -> 659 bytes
OCR/ImageTest/7/7_9.jpg | Bin 0 -> 582 bytes
OCR/ImageTest/8/8_1.jpg | Bin 0 -> 635 bytes
OCR/ImageTest/8/8_10.jpg | Bin 0 -> 612 bytes
OCR/ImageTest/8/8_11.jpg | Bin 0 -> 637 bytes
OCR/ImageTest/8/8_12.jpg | Bin 0 -> 621 bytes
OCR/ImageTest/8/8_13.jpg | Bin 0 -> 650 bytes
OCR/ImageTest/8/8_14.jpg | Bin 0 -> 636 bytes
OCR/ImageTest/8/8_15.jpg | Bin 0 -> 607 bytes
OCR/ImageTest/8/8_16.jpg | Bin 0 -> 621 bytes
OCR/ImageTest/8/8_17.jpg | Bin 0 -> 627 bytes
OCR/ImageTest/8/8_18.jpg | Bin 0 -> 629 bytes
OCR/ImageTest/8/8_19.jpg | Bin 0 -> 660 bytes
OCR/ImageTest/8/8_2.jpg | Bin 0 -> 647 bytes
OCR/ImageTest/8/8_20.jpg | Bin 0 -> 650 bytes
OCR/ImageTest/8/8_3.jpg | Bin 0 -> 643 bytes
OCR/ImageTest/8/8_4.jpg | Bin 0 -> 643 bytes
OCR/ImageTest/8/8_5.jpg | Bin 0 -> 645 bytes
OCR/ImageTest/8/8_6.jpg | Bin 0 -> 645 bytes
OCR/ImageTest/8/8_7.jpg | Bin 0 -> 642 bytes
OCR/ImageTest/8/8_8.jpg | Bin 0 -> 608 bytes
OCR/ImageTest/8/8_9.jpg | Bin 0 -> 651 bytes
OCR/ImageTest/9/9_1.jpg | Bin 0 -> 632 bytes
OCR/ImageTest/9/9_10.jpg | Bin 0 -> 642 bytes
OCR/ImageTest/9/9_11.jpg | Bin 0 -> 630 bytes
OCR/ImageTest/9/9_12.jpg | Bin 0 -> 615 bytes
OCR/ImageTest/9/9_13.jpg | Bin 0 -> 649 bytes
OCR/ImageTest/9/9_14.jpg | Bin 0 -> 645 bytes
OCR/ImageTest/9/9_15.jpg | Bin 0 -> 654 bytes
OCR/ImageTest/9/9_16.jpg | Bin 0 -> 642 bytes
OCR/ImageTest/9/9_17.jpg | Bin 0 -> 646 bytes
OCR/ImageTest/9/9_18.jpg | Bin 0 -> 640 bytes
OCR/ImageTest/9/9_19.jpg | Bin 0 -> 566 bytes
OCR/ImageTest/9/9_2.jpg | Bin 0 -> 626 bytes
OCR/ImageTest/9/9_20.jpg | Bin 0 -> 632 bytes
OCR/ImageTest/9/9_3.jpg | Bin 0 -> 631 bytes
OCR/ImageTest/9/9_4.jpg | Bin 0 -> 601 bytes
OCR/ImageTest/9/9_5.jpg | Bin 0 -> 609 bytes
OCR/ImageTest/9/9_6.jpg | Bin 0 -> 651 bytes
OCR/ImageTest/9/9_7.jpg | Bin 0 -> 616 bytes
OCR/ImageTest/9/9_8.jpg | Bin 0 -> 616 bytes
OCR/ImageTest/9/9_9.jpg | Bin 0 -> 632 bytes
OCR/{ImageTest => OldImgPNG}/0/0_1.png | Bin
OCR/{ImageTest => OldImgPNG}/0/0_10.png | Bin
OCR/{ImageTest => OldImgPNG}/0/0_11.png | Bin
OCR/{ImageTest => OldImgPNG}/0/0_12.png | Bin
OCR/{ImageTest => OldImgPNG}/0/0_13.png | Bin
OCR/{ImageTest => OldImgPNG}/0/0_14.png | Bin
OCR/{ImageTest => OldImgPNG}/0/0_15.png | Bin
OCR/{ImageTest => OldImgPNG}/0/0_16.png | Bin
OCR/{ImageTest => OldImgPNG}/0/0_17.png | Bin
OCR/{ImageTest => OldImgPNG}/0/0_18.png | Bin
OCR/{ImageTest => OldImgPNG}/0/0_19.png | Bin
OCR/{ImageTest => OldImgPNG}/0/0_2.png | Bin
OCR/{ImageTest => OldImgPNG}/0/0_20.png | Bin
OCR/{ImageTest => OldImgPNG}/0/0_3.png | Bin
OCR/{ImageTest => OldImgPNG}/0/0_4.png | Bin
OCR/{ImageTest => OldImgPNG}/0/0_5.png | Bin
OCR/{ImageTest => OldImgPNG}/0/0_6.png | Bin
OCR/{ImageTest => OldImgPNG}/0/0_7.png | Bin
OCR/{ImageTest => OldImgPNG}/0/0_8.png | Bin
OCR/{ImageTest => OldImgPNG}/0/0_9.png | Bin
OCR/{ImageTest => OldImgPNG}/1/1_1.png | Bin
OCR/{ImageTest => OldImgPNG}/1/1_10.png | Bin
OCR/{ImageTest => OldImgPNG}/1/1_11.png | Bin
OCR/{ImageTest => OldImgPNG}/1/1_12.png | Bin
OCR/{ImageTest => OldImgPNG}/1/1_13.png | Bin
OCR/{ImageTest => OldImgPNG}/1/1_14.png | Bin
OCR/{ImageTest => OldImgPNG}/1/1_15.png | Bin
OCR/{ImageTest => OldImgPNG}/1/1_16.png | Bin
OCR/{ImageTest => OldImgPNG}/1/1_17.png | Bin
OCR/{ImageTest => OldImgPNG}/1/1_18.png | Bin
OCR/{ImageTest => OldImgPNG}/1/1_19.png | Bin
OCR/{ImageTest => OldImgPNG}/1/1_2.png | Bin
OCR/{ImageTest => OldImgPNG}/1/1_20.png | Bin
OCR/{ImageTest => OldImgPNG}/1/1_3.png | Bin
OCR/{ImageTest => OldImgPNG}/1/1_4.png | Bin
OCR/{ImageTest => OldImgPNG}/1/1_5.png | Bin
OCR/{ImageTest => OldImgPNG}/1/1_6.png | Bin
OCR/{ImageTest => OldImgPNG}/1/1_7.png | Bin
OCR/{ImageTest => OldImgPNG}/1/1_8.png | Bin
OCR/{ImageTest => OldImgPNG}/1/1_9.png | Bin
OCR/{ImageTest => OldImgPNG}/2/2_1.png | Bin
OCR/{ImageTest => OldImgPNG}/2/2_10.png | Bin
OCR/{ImageTest => OldImgPNG}/2/2_11.png | Bin
OCR/{ImageTest => OldImgPNG}/2/2_12.png | Bin
OCR/{ImageTest => OldImgPNG}/2/2_13.png | Bin
OCR/{ImageTest => OldImgPNG}/2/2_14.png | Bin
OCR/{ImageTest => OldImgPNG}/2/2_15.png | Bin
OCR/{ImageTest => OldImgPNG}/2/2_16.png | Bin
OCR/{ImageTest => OldImgPNG}/2/2_17.png | Bin
OCR/{ImageTest => OldImgPNG}/2/2_18.png | Bin
OCR/{ImageTest => OldImgPNG}/2/2_19.png | Bin
OCR/{ImageTest => OldImgPNG}/2/2_2.png | Bin
OCR/{ImageTest => OldImgPNG}/2/2_20.png | Bin
OCR/{ImageTest => OldImgPNG}/2/2_3.png | Bin
OCR/{ImageTest => OldImgPNG}/2/2_4.png | Bin
OCR/{ImageTest => OldImgPNG}/2/2_5.png | Bin
OCR/{ImageTest => OldImgPNG}/2/2_6.png | Bin
OCR/{ImageTest => OldImgPNG}/2/2_7.png | Bin
OCR/{ImageTest => OldImgPNG}/2/2_8.png | Bin
OCR/{ImageTest => OldImgPNG}/2/2_9.png | Bin
OCR/{ImageTest => OldImgPNG}/3/3_1.png | Bin
OCR/{ImageTest => OldImgPNG}/3/3_10.png | Bin
OCR/{ImageTest => OldImgPNG}/3/3_11.png | Bin
OCR/{ImageTest => OldImgPNG}/3/3_12.png | Bin
OCR/{ImageTest => OldImgPNG}/3/3_13.png | Bin
OCR/{ImageTest => OldImgPNG}/3/3_14.png | Bin
OCR/{ImageTest => OldImgPNG}/3/3_15.png | Bin
OCR/{ImageTest => OldImgPNG}/3/3_16.png | Bin
OCR/{ImageTest => OldImgPNG}/3/3_17.png | Bin
OCR/{ImageTest => OldImgPNG}/3/3_18.png | Bin
OCR/{ImageTest => OldImgPNG}/3/3_19.png | Bin
OCR/{ImageTest => OldImgPNG}/3/3_2.png | Bin
OCR/{ImageTest => OldImgPNG}/3/3_20.png | Bin
OCR/{ImageTest => OldImgPNG}/3/3_3.png | Bin
OCR/{ImageTest => OldImgPNG}/3/3_4.png | Bin
OCR/{ImageTest => OldImgPNG}/3/3_5.png | Bin
OCR/{ImageTest => OldImgPNG}/3/3_6.png | Bin
OCR/{ImageTest => OldImgPNG}/3/3_7.png | Bin
OCR/{ImageTest => OldImgPNG}/3/3_8.png | Bin
OCR/{ImageTest => OldImgPNG}/3/3_9.png | Bin
OCR/{ImageTest => OldImgPNG}/4/4_1.png | Bin
OCR/{ImageTest => OldImgPNG}/4/4_10.png | Bin
OCR/{ImageTest => OldImgPNG}/4/4_11.png | Bin
OCR/{ImageTest => OldImgPNG}/4/4_12.png | Bin
OCR/{ImageTest => OldImgPNG}/4/4_13.png | Bin
OCR/{ImageTest => OldImgPNG}/4/4_14.png | Bin
OCR/{ImageTest => OldImgPNG}/4/4_15.png | Bin
OCR/{ImageTest => OldImgPNG}/4/4_16.png | Bin
OCR/{ImageTest => OldImgPNG}/4/4_17.png | Bin
OCR/{ImageTest => OldImgPNG}/4/4_18.png | Bin
OCR/{ImageTest => OldImgPNG}/4/4_19.png | Bin
OCR/{ImageTest => OldImgPNG}/4/4_2.png | Bin
OCR/{ImageTest => OldImgPNG}/4/4_20.png | Bin
OCR/{ImageTest => OldImgPNG}/4/4_3.png | Bin
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OCR/{ImageTest => OldImgPNG}/4/4_9.png | Bin
OCR/{ImageTest => OldImgPNG}/5/5_1.png | Bin
OCR/{ImageTest => OldImgPNG}/5/5_10.png | Bin
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OCR/{ImageTest => OldImgPNG}/5/5_12.png | Bin
OCR/{ImageTest => OldImgPNG}/5/5_13.png | Bin
OCR/{ImageTest => OldImgPNG}/5/5_14.png | Bin
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OCR/{ImageTest => OldImgPNG}/5/5_16.png | Bin
OCR/{ImageTest => OldImgPNG}/5/5_17.png | Bin
OCR/{ImageTest => OldImgPNG}/5/5_18.png | Bin
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OCR/{ImageTest => OldImgPNG}/5/5_20.png | Bin
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OCR/{ImageTest => OldImgPNG}/5/5_8.png | Bin
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OCR/{ImageTest => OldImgPNG}/6/6_1.png | Bin
OCR/{ImageTest => OldImgPNG}/6/6_10.png | Bin
OCR/{ImageTest => OldImgPNG}/6/6_11.png | Bin
OCR/{ImageTest => OldImgPNG}/6/6_12.png | Bin
OCR/{ImageTest => OldImgPNG}/6/6_13.png | Bin
OCR/{ImageTest => OldImgPNG}/6/6_14.png | Bin
OCR/{ImageTest => OldImgPNG}/6/6_15.png | Bin
OCR/{ImageTest => OldImgPNG}/6/6_16.png | Bin
OCR/{ImageTest => OldImgPNG}/6/6_17.png | Bin
OCR/{ImageTest => OldImgPNG}/6/6_18.png | Bin
OCR/{ImageTest => OldImgPNG}/6/6_19.png | Bin
OCR/{ImageTest => OldImgPNG}/6/6_2.png | Bin
OCR/{ImageTest => OldImgPNG}/6/6_20.png | Bin
OCR/{ImageTest => OldImgPNG}/6/6_3.png | Bin
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OCR/{ImageTest => OldImgPNG}/6/6_5.png | Bin
OCR/{ImageTest => OldImgPNG}/6/6_6.png | Bin
OCR/{ImageTest => OldImgPNG}/6/6_7.png | Bin
OCR/{ImageTest => OldImgPNG}/6/6_8.png | Bin
OCR/{ImageTest => OldImgPNG}/6/6_9.png | Bin
OCR/{ImageTest => OldImgPNG}/7/7_1.png | Bin
OCR/{ImageTest => OldImgPNG}/7/7_10.png | Bin
OCR/{ImageTest => OldImgPNG}/7/7_11.png | Bin
OCR/{ImageTest => OldImgPNG}/7/7_12.png | Bin
OCR/{ImageTest => OldImgPNG}/7/7_13.png | Bin
OCR/{ImageTest => OldImgPNG}/7/7_14.png | Bin
OCR/{ImageTest => OldImgPNG}/7/7_15.png | Bin
OCR/{ImageTest => OldImgPNG}/7/7_16.png | Bin
OCR/{ImageTest => OldImgPNG}/7/7_17.png | Bin
OCR/{ImageTest => OldImgPNG}/7/7_18.png | Bin
OCR/{ImageTest => OldImgPNG}/7/7_19.png | Bin
OCR/{ImageTest => OldImgPNG}/7/7_2.png | Bin
OCR/{ImageTest => OldImgPNG}/7/7_20.png | Bin
OCR/{ImageTest => OldImgPNG}/7/7_3.png | Bin
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OCR/{ImageTest => OldImgPNG}/7/7_5.png | Bin
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OCR/{ImageTest => OldImgPNG}/7/7_8.png | Bin
OCR/{ImageTest => OldImgPNG}/7/7_9.png | Bin
OCR/{ImageTest => OldImgPNG}/8/8_1.png | Bin
OCR/{ImageTest => OldImgPNG}/8/8_10.png | Bin
OCR/{ImageTest => OldImgPNG}/8/8_11.png | Bin
OCR/{ImageTest => OldImgPNG}/8/8_12.png | Bin
OCR/{ImageTest => OldImgPNG}/8/8_13.png | Bin
OCR/{ImageTest => OldImgPNG}/8/8_14.png | Bin
OCR/{ImageTest => OldImgPNG}/8/8_15.png | Bin
OCR/{ImageTest => OldImgPNG}/8/8_16.png | Bin
OCR/{ImageTest => OldImgPNG}/8/8_17.png | Bin
OCR/{ImageTest => OldImgPNG}/8/8_18.png | Bin
OCR/{ImageTest => OldImgPNG}/8/8_19.png | Bin
OCR/{ImageTest => OldImgPNG}/8/8_2.png | Bin
OCR/{ImageTest => OldImgPNG}/8/8_20.png | Bin
OCR/{ImageTest => OldImgPNG}/8/8_3.png | Bin
OCR/{ImageTest => OldImgPNG}/8/8_4.png | Bin
OCR/{ImageTest => OldImgPNG}/8/8_5.png | Bin
OCR/{ImageTest => OldImgPNG}/8/8_6.png | Bin
OCR/{ImageTest => OldImgPNG}/8/8_7.png | Bin
OCR/{ImageTest => OldImgPNG}/8/8_8.png | Bin
OCR/{ImageTest => OldImgPNG}/8/8_9.png | Bin
OCR/{ImageTest => OldImgPNG}/9/9_1.png | Bin
OCR/{ImageTest => OldImgPNG}/9/9_10.png | Bin
OCR/{ImageTest => OldImgPNG}/9/9_11.png | Bin
OCR/{ImageTest => OldImgPNG}/9/9_12.png | Bin
OCR/{ImageTest => OldImgPNG}/9/9_13.png | Bin
OCR/{ImageTest => OldImgPNG}/9/9_14.png | Bin
OCR/{ImageTest => OldImgPNG}/9/9_15.png | Bin
OCR/{ImageTest => OldImgPNG}/9/9_16.png | Bin
OCR/{ImageTest => OldImgPNG}/9/9_17.png | Bin
OCR/{ImageTest => OldImgPNG}/9/9_18.png | Bin
OCR/{ImageTest => OldImgPNG}/9/9_19.png | Bin
OCR/{ImageTest => OldImgPNG}/9/9_2.png | Bin
OCR/{ImageTest => OldImgPNG}/9/9_20.png | Bin
OCR/{ImageTest => OldImgPNG}/9/9_3.png | Bin
OCR/{ImageTest => OldImgPNG}/9/9_4.png | Bin
OCR/{ImageTest => OldImgPNG}/9/9_5.png | Bin
OCR/{ImageTest => OldImgPNG}/9/9_6.png | Bin
OCR/{ImageTest => OldImgPNG}/9/9_7.png | Bin
OCR/{ImageTest => OldImgPNG}/9/9_8.png | Bin
OCR/{ImageTest => OldImgPNG}/9/9_9.png | Bin
OCR/StckModel.py | 45 ++++++++++++++++
OCR/Test2.jpg | Bin 0 -> 662 bytes
OCR/Test3.jpg | Bin 0 -> 601 bytes
OCR/Test8.jpg | Bin 0 -> 645 bytes
OCR/model.png | Bin 0 -> 388696 bytes
406 files changed, 110 insertions(+), 2 deletions(-)
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rename OCR/{ImageTest => OldImgPNG}/0/0_1.png (100%)
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rename OCR/{ImageTest => OldImgPNG}/3/3_14.png (100%)
rename OCR/{ImageTest => OldImgPNG}/3/3_15.png (100%)
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rename OCR/{ImageTest => OldImgPNG}/3/3_17.png (100%)
rename OCR/{ImageTest => OldImgPNG}/3/3_18.png (100%)
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rename OCR/{ImageTest => OldImgPNG}/5/5_1.png (100%)
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rename OCR/{ImageTest => OldImgPNG}/5/5_3.png (100%)
rename OCR/{ImageTest => OldImgPNG}/5/5_4.png (100%)
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rename OCR/{ImageTest => OldImgPNG}/5/5_7.png (100%)
rename OCR/{ImageTest => OldImgPNG}/5/5_8.png (100%)
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rename OCR/{ImageTest => OldImgPNG}/6/6_1.png (100%)
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rename OCR/{ImageTest => OldImgPNG}/6/6_13.png (100%)
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rename OCR/{ImageTest => OldImgPNG}/7/7_11.png (100%)
rename OCR/{ImageTest => OldImgPNG}/7/7_12.png (100%)
rename OCR/{ImageTest => OldImgPNG}/7/7_13.png (100%)
rename OCR/{ImageTest => OldImgPNG}/7/7_14.png (100%)
rename OCR/{ImageTest => OldImgPNG}/7/7_15.png (100%)
rename OCR/{ImageTest => OldImgPNG}/7/7_16.png (100%)
rename OCR/{ImageTest => OldImgPNG}/7/7_17.png (100%)
rename OCR/{ImageTest => OldImgPNG}/7/7_18.png (100%)
rename OCR/{ImageTest => OldImgPNG}/7/7_19.png (100%)
rename OCR/{ImageTest => OldImgPNG}/7/7_2.png (100%)
rename OCR/{ImageTest => OldImgPNG}/7/7_20.png (100%)
rename OCR/{ImageTest => OldImgPNG}/7/7_3.png (100%)
rename OCR/{ImageTest => OldImgPNG}/7/7_4.png (100%)
rename OCR/{ImageTest => OldImgPNG}/7/7_5.png (100%)
rename OCR/{ImageTest => OldImgPNG}/7/7_6.png (100%)
rename OCR/{ImageTest => OldImgPNG}/7/7_7.png (100%)
rename OCR/{ImageTest => OldImgPNG}/7/7_8.png (100%)
rename OCR/{ImageTest => OldImgPNG}/7/7_9.png (100%)
rename OCR/{ImageTest => OldImgPNG}/8/8_1.png (100%)
rename OCR/{ImageTest => OldImgPNG}/8/8_10.png (100%)
rename OCR/{ImageTest => OldImgPNG}/8/8_11.png (100%)
rename OCR/{ImageTest => OldImgPNG}/8/8_12.png (100%)
rename OCR/{ImageTest => OldImgPNG}/8/8_13.png (100%)
rename OCR/{ImageTest => OldImgPNG}/8/8_14.png (100%)
rename OCR/{ImageTest => OldImgPNG}/8/8_15.png (100%)
rename OCR/{ImageTest => OldImgPNG}/8/8_16.png (100%)
rename OCR/{ImageTest => OldImgPNG}/8/8_17.png (100%)
rename OCR/{ImageTest => OldImgPNG}/8/8_18.png (100%)
rename OCR/{ImageTest => OldImgPNG}/8/8_19.png (100%)
rename OCR/{ImageTest => OldImgPNG}/8/8_2.png (100%)
rename OCR/{ImageTest => OldImgPNG}/8/8_20.png (100%)
rename OCR/{ImageTest => OldImgPNG}/8/8_3.png (100%)
rename OCR/{ImageTest => OldImgPNG}/8/8_4.png (100%)
rename OCR/{ImageTest => OldImgPNG}/8/8_5.png (100%)
rename OCR/{ImageTest => OldImgPNG}/8/8_6.png (100%)
rename OCR/{ImageTest => OldImgPNG}/8/8_7.png (100%)
rename OCR/{ImageTest => OldImgPNG}/8/8_8.png (100%)
rename OCR/{ImageTest => OldImgPNG}/8/8_9.png (100%)
rename OCR/{ImageTest => OldImgPNG}/9/9_1.png (100%)
rename OCR/{ImageTest => OldImgPNG}/9/9_10.png (100%)
rename OCR/{ImageTest => OldImgPNG}/9/9_11.png (100%)
rename OCR/{ImageTest => OldImgPNG}/9/9_12.png (100%)
rename OCR/{ImageTest => OldImgPNG}/9/9_13.png (100%)
rename OCR/{ImageTest => OldImgPNG}/9/9_14.png (100%)
rename OCR/{ImageTest => OldImgPNG}/9/9_15.png (100%)
rename OCR/{ImageTest => OldImgPNG}/9/9_16.png (100%)
rename OCR/{ImageTest => OldImgPNG}/9/9_17.png (100%)
rename OCR/{ImageTest => OldImgPNG}/9/9_18.png (100%)
rename OCR/{ImageTest => OldImgPNG}/9/9_19.png (100%)
rename OCR/{ImageTest => OldImgPNG}/9/9_2.png (100%)
rename OCR/{ImageTest => OldImgPNG}/9/9_20.png (100%)
rename OCR/{ImageTest => OldImgPNG}/9/9_3.png (100%)
rename OCR/{ImageTest => OldImgPNG}/9/9_4.png (100%)
rename OCR/{ImageTest => OldImgPNG}/9/9_5.png (100%)
rename OCR/{ImageTest => OldImgPNG}/9/9_6.png (100%)
rename OCR/{ImageTest => OldImgPNG}/9/9_7.png (100%)
rename OCR/{ImageTest => OldImgPNG}/9/9_8.png (100%)
rename OCR/{ImageTest => OldImgPNG}/9/9_9.png (100%)
create mode 100644 OCR/StckModel.py
create mode 100644 OCR/Test2.jpg
create mode 100644 OCR/Test3.jpg
create mode 100644 OCR/Test8.jpg
create mode 100644 OCR/model.png
diff --git a/OCR/BackendOCR.py b/OCR/BackendOCR.py
index a045d3c..f88880e 100644
--- a/OCR/BackendOCR.py
+++ b/OCR/BackendOCR.py
@@ -3,6 +3,11 @@ os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3'
import tensorflow as tf
from tensorflow import keras
from tensorflow.keras import layers
+from tensorflow.keras.models import Sequential
+from tensorflow.keras.layers import Dense
+from matplotlib import pyplot as plt
+
+
#It hide INFO/Warning and Error, as the usually one will be tensorflow reminding me of not having a cuba driver or the fact it has been installed correctly
#both doesnt stop the program completing
@@ -13,13 +18,71 @@ batch_size = 10
train_ds, val_ds = tf.keras.utils.image_dataset_from_directory(
"ImageTest",
labels="inferred",
+ label_mode="categorical",
image_size=image_size,
batch_size=batch_size,
validation_split=0.1,
subset="both",
- seed=1219
+ seed=1219,
+ color_mode="grayscale"
+)
+
+data_augmentation = keras.Sequential(
+ [
+ layers.RandomFlip("horizontal"),
+ layers.RandomRotation(0.1),
+ ]
+)
+
+train_ds = train_ds.map(
+ lambda img, label: (data_augmentation(img), label),
+ num_parallel_calls=tf.data.AUTOTUNE,
+)
+
+# Prefetching samples in GPU memory helps maximize GPU utilization.
+train_ds = train_ds.prefetch(tf.data.AUTOTUNE)
+val_ds = val_ds.prefetch(tf.data.AUTOTUNE)
+
+model = Sequential()
+
+model.add(Dense(400, activation='relu'))
+model.add(layers.Rescaling(1/255))
+model.add(Dense(200, activation='relu'))
+
+model.add(Dense(500, activation='relu'))
+
+model.add(Dense(200, activation='relu'))
+model.add(layers.Flatten())
+model.add(Dense(10, activation='softmax'))
+
+
+epochs = 40
+
+
+model.compile(
+ optimizer=keras.optimizers.Adam(1e-3),
+ loss="binary_crossentropy",
+ metrics=["accuracy"],
+)
+model.fit(
+ train_ds,
+ epochs=epochs,
+ validation_data=val_ds,
)
+img = keras.utils.load_img(
+ "Test2.jpg",
+ target_size=image_size,
+ color_mode="grayscale"
+)
+img_array = keras.utils.img_to_array(img)
+img_array = tf.expand_dims(img_array, 0) # Create batch axis
+
+predictions = model.predict(img_array)
+for v in range(10):
+ print(str(v) + " possible à {0:.2f}".format(predictions[0][v] * 100))
+
#https://keras.io/examples/vision/image_classification_from_scratch/
#https://keras.io/examples/
-#https://www.sitepoint.com/keras-digit-recognition-tutorial/
\ No newline at end of file
+#https://www.sitepoint.com/keras-digit-recognition-tutorial/
+#https://www.tensorflow.org/api_docs/python/tf/keras/utils/image_dataset_from_directory
\ No newline at end of file
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diff --git a/OCR/StckModel.py b/OCR/StckModel.py
new file mode 100644
index 0000000..e9d3336
--- /dev/null
+++ b/OCR/StckModel.py
@@ -0,0 +1,45 @@
+def make_model(input_shape, num_classes):
+ inputs = keras.Input(shape=input_shape)
+
+ # Entry block
+ x = layers.Rescaling(1.0 / 255)(inputs)
+ x = layers.Conv2D(128, 3, strides=2, padding="same")(x)
+ x = layers.BatchNormalization()(x)
+ x = layers.Activation("relu")(x)
+
+ previous_block_activation = x # Set aside residual
+
+ for size in [256, 512, 728]:
+ x = layers.Activation("relu")(x)
+ x = layers.SeparableConv2D(size, 3, padding="same")(x)
+ x = layers.BatchNormalization()(x)
+
+ x = layers.Activation("relu")(x)
+ x = layers.SeparableConv2D(size, 3, padding="same")(x)
+ x = layers.BatchNormalization()(x)
+
+ x = layers.MaxPooling2D(3, strides=2, padding="same")(x)
+
+ # Project residual
+ residual = layers.Conv2D(size, 1, strides=2, padding="same")(
+ previous_block_activation
+ )
+ x = layers.add([x, residual]) # Add back residual
+ previous_block_activation = x # Set aside next residual
+
+ x = layers.SeparableConv2D(1024, 3, padding="same")(x)
+ x = layers.BatchNormalization()(x)
+ x = layers.Activation("relu")(x)
+
+ x = layers.GlobalAveragePooling2D()(x)
+ if num_classes == 2:
+ activation = "sigmoid"
+ units = 1
+ else:
+ activation = "softmax"
+ units = num_classes
+
+ x = layers.Dropout(0.5)(x)
+ outputs = layers.Dense(units, activation=activation)(x)
+ return keras.Model(inputs, outputs)
+ model = make_model(input_shape=image_size + (1,), num_classes=10)
\ No newline at end of file
diff --git a/OCR/Test2.jpg b/OCR/Test2.jpg
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--
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