10-class model for card detection

Edmond Yoo

2018-09-16 f856f6e7f1fd0a11244527b266c1fd47334fb5f3

10-class model for card detection

 README.md

@@ -79,4 +79,16 @@
## Sept 14th, 2018
--------------------

Thankfully, OpenCV had an implementation for DNN, which supports YOLO as well. They have done quite an amazing job, and the speed isn't too bad, either. I can score about 20~25fps on my tiny YOLO, without using GPU.
Thankfully, OpenCV had an implementation for DNN, which supports YOLO as well. They have done quite an amazing job, and the speed isn't too bad, either. I can score about 20~25fps on my tiny YOLO, without using GPU.


## Sept 15th, 2018
--------------------

I tried to do an alternate approach - instead of making model identify cards as annonymous, train the model for EVERY single card. As you may imagine, this isn't sustainable for 10000+ different cards that exists in MTG, but I thought it would be reasonable for classifying 10 different cards.

Result? Suprisingly effective.

<img src="https://github.com/hj3yoo/darknet/blob/master/figures/4_detection_result_1.jpg" width="360"> <img src="https://github.com/hj3yoo/darknet/blob/master/figures/4_decision_result_2.jpg" width="360"><img src="https://github.com/hj3yoo/darknet/blob/master/figures/4_detection_result_3.jpg" width="360"> <img src="https://github.com/hj3yoo/darknet/blob/master/figures/4_decision_result_4.jpg" width="360">

They're of course slightly worse than annonymous detection (notice how I used white background, too) and impractical for any large number of cardbase, but it was an interesting approach.

 anchors.txt

@@ -1 +1 @@
129.1513,150.1077, 104.9181,195.1675, 145.8067,186.4670, 127.9706,231.2296, 165.9494,221.8162, 162.4676,253.0225
117.0972,135.2405, 94.9895,179.5775, 139.2988,164.0751, 113.4714,217.2385, 129.9169,194.2345, 157.1735,192.1530, 138.5116,241.4233, 165.9599,222.3754, 164.4095,251.9268

 bad.list

File was deleted

 bad_label.list

File was deleted

 cfg/tiny_yolo_10.cfg

New file
@@ -0,0 +1,134 @@
[net]
batch=64
subdivisions=4
width=416
height=416
channels=3
momentum=0.9
decay=0.0005
angle=0
saturation = 1.5
exposure = 1.5
hue=.1

learning_rate=0.001
max_batches = 60000
policy=steps
steps=-1,100,80000,100000
scales=.1,10,.1,.1

[convolutional]
batch_normalize=1
filters=16
size=3
stride=1
pad=1
activation=leaky

[maxpool]
size=2
stride=2

[convolutional]
batch_normalize=1
filters=32
size=3
stride=1
pad=1
activation=leaky

[maxpool]
size=2
stride=2

[convolutional]
batch_normalize=1
filters=64
size=3
stride=1
pad=1
activation=leaky

[maxpool]
size=2
stride=2

[convolutional]
batch_normalize=1
filters=128
size=3
stride=1
pad=1
activation=leaky

[maxpool]
size=2
stride=2

[convolutional]
batch_normalize=1
filters=256
size=3
stride=1
pad=1
activation=leaky

[maxpool]
size=2
stride=2

[convolutional]
batch_normalize=1
filters=512
size=3
stride=1
pad=1
activation=leaky

[maxpool]
size=2
stride=1

[convolutional]
batch_normalize=1
filters=1024
size=3
stride=1
pad=1
activation=leaky

###########

[convolutional]
batch_normalize=1
size=3
stride=1
pad=1
filters=1024
activation=leaky

[convolutional]
size=1
stride=1
pad=1
filters=135
activation=linear

[region]
anchors = 117.0972,135.2405, 94.9895,179.5775, 139.2988,164.0751, 113.4714,217.2385, 129.9169,194.2345, 157.1735,192.1530, 138.5116,241.4233, 165.9599,222.3754, 164.4095,251.9268
bias_match=1
classes=10
coords=4
num=9
softmax=1
jitter=.2
rescore=1

object_scale=5
noobject_scale=1
class_scale=1
coord_scale=1

absolute=1
thresh = .6
random=0

 data/obj.data

@@ -2,4 +2,4 @@
train  = train.txt  
valid  = test.txt  
names = data/obj.names  
backup = backup/
backup = backup/

 data/obj_10.data

New file
@@ -0,0 +1,5 @@
classes= 1  
train  = train_10.txt  
valid  = test_10.txt  
names = data/obj_10.names  
backup = backup/

 data/obj_10.names

New file
@@ -0,0 +1,10 @@
Cyclonic Rift
Force of Will
Frantic Search
Island
Izzet Charm
Mountain
Ponder
Snapcaster Mage
Sol Ring
Steam Vents

 figures/4_detection_result_1.jpg

 figures/4_detection_result_2.jpg

 figures/4_detection_result_3.jpg

 opencv_dnn.py

@@ -1,15 +1,90 @@
import cv2
import numpy as np
import imagehash as ih
import os
import sys
import math
import random
from operator import itemgetter

card_width = 315
card_height = 440


# Disclaimer: majority of the basic framework in this file is modified from the following tutorial:
# https://www.learnopencv.com/deep-learning-based-object-detection-using-yolov3-with-opencv-python-c/


# www.pyimagesearch.com/2014/08/25/4-point-opencv-getperspective-transform-example/
def order_points(pts):
    # initialzie a list of coordinates that will be ordered
    # such that the first entry in the list is the top-left,
    # the second entry is the top-right, the third is the
    # bottom-right, and the fourth is the bottom-left
    rect = np.zeros((4, 2), dtype="float32")

    # the top-left point will have the smallest sum, whereas
    # the bottom-right point will have the largest sum
    s = pts.sum(axis=1)
    rect[0] = pts[np.argmin(s)]
    rect[2] = pts[np.argmax(s)]

    # now, compute the difference between the points, the
    # top-right point will have the smallest difference,
    # whereas the bottom-left will have the largest difference
    diff = np.diff(pts, axis=1)
    rect[1] = pts[np.argmin(diff)]
    rect[3] = pts[np.argmax(diff)]

    # return the ordered coordinates
    return rect


def four_point_transform(image, pts):
    # obtain a consistent order of the points and unpack them
    # individually
    rect = order_points(pts)
    (tl, tr, br, bl) = rect

    # compute the width of the new image, which will be the
    # maximum distance between bottom-right and bottom-left
    # x-coordiates or the top-right and top-left x-coordinates
    widthA = np.sqrt(((br[0] - bl[0]) ** 2) + ((br[1] - bl[1]) ** 2))
    widthB = np.sqrt(((tr[0] - tl[0]) ** 2) + ((tr[1] - tl[1]) ** 2))
    maxWidth = max(int(widthA), int(widthB))

    # compute the height of the new image, which will be the
    # maximum distance between the top-right and bottom-right
    # y-coordinates or the top-left and bottom-left y-coordinates
    heightA = np.sqrt(((tr[0] - br[0]) ** 2) + ((tr[1] - br[1]) ** 2))
    heightB = np.sqrt(((tl[0] - bl[0]) ** 2) + ((tl[1] - bl[1]) ** 2))
    maxHeight = max(int(heightA), int(heightB))

    # now that we have the dimensions of the new image, construct
    # the set of destination points to obtain a "birds eye view",
    # (i.e. top-down view) of the image, again specifying points
    # in the top-left, top-right, bottom-right, and bottom-left
    # order
    dst = np.array([
        [0, 0],
        [maxWidth - 1, 0],
        [maxWidth - 1, maxHeight - 1],
        [0, maxHeight - 1]], dtype="float32")

    # compute the perspective transform matrix and then apply it
    M = cv2.getPerspectiveTransform(rect, dst)
    warped = cv2.warpPerspective(image, M, (maxWidth, maxHeight))

    # If the image is horizontally long, rotate it by 90
    if maxWidth > maxHeight:
        center = (maxHeight / 2, maxHeight / 2)
        M_rot = cv2.getRotationMatrix2D(center, 270, 1.0)
        warped = cv2.warpAffine(warped, M_rot, (maxHeight, maxWidth))

    # return the warped image
    return warped


# Get the names of the output layers
def get_outputs_names(net):
    # Get the names of all the layers in the network
@@ -23,6 +98,7 @@
    frame_height = frame.shape[0]
    frame_width = frame.shape[1]


    # Scan through all the bounding boxes output from the network and keep only the
    # ones with high confidence scores. Assign the box's class label as the class with the highest score.
    class_ids = []
@@ -86,7 +162,7 @@
    # Set all brightness values, where the pixels are still saturated to 0.
    v[non_sat == 0] = 0
    # filter out very bright pixels.
    glare = (v > 240) * 255
    glare = (v > 200) * 255

    # Slightly increase the area for each pixel
    glare = cv2.dilate(glare.astype(np.uint8), disk)
@@ -96,74 +172,66 @@
    return corrected


def find_card(img, thresh_val=80, blur_radius=None, dilate_radius=None, min_hyst=80, max_hyst=200, min_line_length=None, max_line_gap=None, debug=False):
    # Default values
    if blur_radius is None:
        blur_radius = math.floor(min(img.shape[:2]) / 100 + 0.5) // 2 * 2 + 1  # Rounded to the nearest odd
    if dilate_radius is None:
        dilate_radius = math.floor(min(img.shape[:2]) / 67 + 0.5)
    if min_line_length is None:
        min_line_length = min(img.shape[:2]) / 3
    if max_line_gap is None:
        max_line_gap = min(img.shape[:2]) / 10

    thresh_radius = math.floor(min(img.shape[:2]) / 50 + 0.5) // 2 * 2 + 1  # Rounded to the nearest odd

    print(blur_radius, dilate_radius, thresh_radius, min_line_length, max_line_gap)
    '''
    blur_radius = 3
    dilate_radius = 3
    thresh_radius = 3
    min_line_length = 5
    max_line_gap = 5
    '''

def find_card(img, thresh_c=5, kernel_size=(3, 3), size_ratio=0.3):
    # Typical pre-processing - grayscale, blurring, thresholding
    img_gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)
    # Median blur better removes background textures than Gaussian blur
    img_blur = cv2.medianBlur(img_gray, blur_radius)
    # Truncate the bright area while detecting the border
    img_thresh = cv2.adaptiveThreshold(img_blur, 128, cv2.ADAPTIVE_THRESH_MEAN_C, cv2.THRESH_BINARY_INV, thresh_radius, 5)
    # _, img_thresh = cv2.threshold(img_blur, thresh_val, 255, cv2.THRESH_TRUNC)
    img_blur = cv2.medianBlur(img_gray, 5)
    img_thresh = cv2.adaptiveThreshold(img_blur, 255, cv2.ADAPTIVE_THRESH_MEAN_C, cv2.THRESH_BINARY_INV, 5, thresh_c)

    # Dilate the image to emphasize thick borders around the card
    kernel_dilate = np.ones((dilate_radius, dilate_radius), np.uint8)
    img_dilate = cv2.dilate(img_thresh, kernel_dilate, iterations=1)
    img_dilate = cv2.erode(img_dilate, kernel_dilate, iterations=1)
    # Dilute the image, then erode them to remove minor noises
    kernel = np.ones(kernel_size, np.uint8)
    img_dilate = cv2.dilate(img_thresh, kernel, iterations=1)
    img_erode = cv2.erode(img_dilate, kernel, iterations=1)

    img_contour = img_dilate.copy()
    _, contours, _ = cv2.findContours(img_contour, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)
    img_contour = cv2.cvtColor(img_contour, cv2.COLOR_GRAY2BGR)
    img_contour = cv2.drawContours(img_contour, contours, -1, (128, 0, 0), 1)
    # Find the contour
    #img_contour = img_erode.copy()
    _, cnts, hier = cv2.findContours(img_erode, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)
    if len(cnts) == 0:
        print('no contours')
        return []
    #img_contour = cv2.cvtColor(img_contour, cv2.COLOR_GRAY2BGR)

    # find the biggest area
    c = max(contours, key=cv2.contourArea)
    # For each contours detected, check if they are large enough and are rectangle
    cnts_rect = []
    ind_sort = sorted(range(len(cnts)), key=lambda i: cv2.contourArea(cnts[i]), reverse=True)
    for i in range(len(cnts)):
        size = cv2.contourArea(cnts[ind_sort[i]])
        peri = cv2.arcLength(cnts[ind_sort[i]], True)
        approx = cv2.approxPolyDP(cnts[ind_sort[i]], 0.04 * peri, True)
        if size > img.shape[0] * img.shape[1] * size_ratio and len(approx) == 4:
            cnts_rect.append(approx)

    x, y, w, h = cv2.boundingRect(c)
    # draw the book contour (in green)
    img_contour = cv2.drawContours(img_contour, [c], -1, (0, 255, 0), 1)
    return cnts_rect

    # Canny edge - low minimum hysteresis to detect glowed area,
    # and high maximum hysteresis to compensate for high false positives.
    img_canny = cv2.Canny(img_dilate, min_hyst, max_hyst)
    '''
    #card_dim = [630, 880]
    #for cnt in cnts_rect:
    #    pts = np.float32([p[0] for p in cnt])
    #    img_warp = four_point_transform(img, pts)
        
        # Check which side is longer
        len_1 = math.sqrt((cnt[0][0][0] - cnt[1][0][0]) ** 2 + (cnt[0][0][1] - cnt[1][0][1]) ** 2)
        len_2 = math.sqrt((cnt[0][0][0] - cnt[-1][0][0]) ** 2 + (cnt[0][0][1] - cnt[-1][0][1]) ** 2)
        #print(len_1, len_2)

    detected_lines = cv2.HoughLinesP(img_dilate, 1, np.pi / 180, threshold=300,
                                     minLineLength=min_line_length,
                                     maxLineGap=max_line_gap)
    card_found = detected_lines is not None
    if card_found:
        print(len(detected_lines))
        orig_corner = np.array([p[0] for p in cnt], dtype=np.float32)
        if len_1 > len_2:
            new_corner = np.array([[0, 0], [0, card_dim[1]], [card_dim[0], card_dim[1]], [card_dim[0], 0]], dtype=np.float32)
        else:
            new_corner = np.array([[0, 0], [card_dim[0], 0], [card_dim[0], card_dim[1]], [0, card_dim[1]]],
                                  dtype=np.float32)

    img_hough = cv2.cvtColor(img_canny.copy(), cv2.COLOR_GRAY2BGR)
    if card_found:
        for line in detected_lines:
            x1, y1, x2, y2 = line[0]
            cv2.line(img_hough, (x1, y1), (x2, y2), (0, 0, 255), 1)

    img_thresh = cv2.cvtColor(img_thresh, cv2.COLOR_GRAY2BGR)
    img_dilate = cv2.cvtColor(img_dilate, cv2.COLOR_GRAY2BGR)
    #img_canny = cv2.cvtColor(img_canny, cv2.COLOR_GRAY2BGR)
    return img_thresh, img_dilate, img_contour, img_hough

        M = cv2.getPerspectiveTransform(orig_corner, new_corner)
        img_warp = cv2.warpPerspective(img, M, (card_dim[0], card_dim[1]))
        
        #cv2.imshow('warp', img_warp)
        #cv2.waitKey(0)
    #img_contour = cv2.drawContours(img_contour, cnts_rect, -1, (0, 255, 0), 3)
    #img_thresh = cv2.cvtColor(img_thresh, cv2.COLOR_GRAY2BGR)
    #img_erode = cv2.cvtColor(img_erode, cv2.COLOR_GRAY2BGR)
    #img_dilate = cv2.cvtColor(img_dilate, cv2.COLOR_GRAY2BGR)
    #return img_thresh, img_erode, img_contour
    '''

def detect_frame(net, classes, img, thresh_conf=0.5, thresh_nms=0.4, in_dim=(416, 416), display=True, out_path=None):
    img_copy = img.copy()
@@ -192,9 +260,10 @@
    if out_path is not None:
        cv2.imwrite(out_path, img.astype(np.uint8))
    if display:
        no_glare = remove_glare(img_copy)
        img_concat = np.concatenate((img, no_glare), axis=1)
        cv2.imshow('result', img_concat)
        #no_glare = remove_glare(img_copy)
        #img_concat = np.concatenate((img, no_glare), axis=1)
        cv2.imshow('result', img)
        '''
        for i in range(len(obj_list)):
            class_id, confidence, box = obj_list[i]
            left, top, width, height = box
@@ -203,6 +272,7 @@
            img_thresh, img_dilate, img_canny, img_hough = find_card(img_snip)
            img_concat = np.concatenate((img_snip, img_thresh, img_dilate, img_canny, img_hough), axis=1)
            cv2.imshow('feature#%d' % i, img_concat)
        '''
        cv2.waitKey(0)
        cv2.destroyAllWindows()

@@ -225,23 +295,49 @@
        img = frame.copy()
        obj_list = detect_frame(net, classes, frame, thresh_conf=thresh_conf, thresh_nms=thresh_nms, in_dim=in_dim,
                                display=False, out_path=None)
        #cnts_rect = find_card(img)
        max_num_obj = max(max_num_obj, len(obj_list))
        if display:
            no_glare = remove_glare(img)
            img_concat = np.concatenate((frame, no_glare), axis=1)
            cv2.imshow('result', img_concat)
            img_result = frame.copy()
            #img_result = cv2.drawContours(img_result, cnts_rect, -1, (0, 255, 0), 2)
            #for i in range(len(cnts_rect)):
            #    pts = np.float32([p[0] for p in cnts_rect[i]])
            #    img_warp = four_point_transform(img, pts)
            #    cv2.imshow('card#%d' % i, img_warp)
            #for i in range(len(cnts_rect), max_num_obj):
            #    cv2.imshow('card#%d' % i, np.zeros((1, 1), dtype=np.uint8))
            #no_glare = remove_glare(img)
            #img_thresh, img_erode, img_contour = find_card(no_glare)
            #img_concat = np.concatenate((no_glare, img_contour), axis=1)

            for i in range(len(obj_list)):
                class_id, confidence, box = obj_list[i]
                left, top, width, height = box
                img_snip = img[max(0, top):min(img.shape[0], top + height),
                           max(0, left):min(img.shape[1], left + width)]
                img_thresh, img_dilate, img_canny, img_hough = find_card(img_snip)
                img_concat = np.concatenate((img_snip, img_thresh, img_dilate, img_canny, img_hough), axis=1)
                cv2.imshow('feature#%d' % i, img_concat)
                offset_ratio = 0.1
                x1 = max(0, int(left - offset_ratio * width))
                x2 = min(img.shape[1], int(left + (1 + offset_ratio) * width))
                y1 = max(0, int(top - offset_ratio * height))
                y2 = min(img.shape[0], int(top + (1 + offset_ratio) * height))
                img_snip = img[y1:y2, x1:x2]
                cnts = find_card(img_snip)
                if len(cnts) > 0:
                    cnt = cnts[-1]
                    pts = np.float32([p[0] for p in cnt])
                    img_warp = four_point_transform(img_snip, pts)
                    img_warp = cv2.resize(img_warp, (card_width, card_height))
                    #img_thresh, img_dilate, img_contour = find_card(img_snip)
                    #img_concat = np.concatenate((img_snip, img_contour), axis=1)
                    cv2.rectangle(img_warp, (22, 47), (294, 249), (0, 255, 0), 2)
                    cv2.imshow('card#%d' % i, img_warp)
                else:
                    cv2.imshow('card#%d' % i, np.zeros((1, 1), dtype=np.uint8))
            for i in range(len(obj_list), max_num_obj):
                cv2.imshow('feature#%d' % i, np.zeros((1, 1), dtype=np.uint8))
            if len(obj_list) > 0:
                cv2.waitKey(0)
                cv2.imshow('card#%d' % i, np.zeros((1, 1), dtype=np.uint8))
            cv2.imshow('result', img_result)
            #if len(obj_list) > 0:
            #    cv2.waitKey(0)


        if out_path is not None:
            vid_writer.write(frame.astype(np.uint8))
        cv2.waitKey(1)
@@ -253,10 +349,13 @@

def main():
    # Specify paths for all necessary files
    test_path = os.path.abspath('../data/test1.jpg')
    test_path = os.path.abspath('../data/test4.mp4')
    #weight_path = 'backup/tiny_yolo_10_39500.weights'
    #cfg_path = 'cfg/tiny_yolo_10.cfg'
    #class_path = "data/obj_10.names"
    weight_path = 'weights/second_general/tiny_yolo_final.weights'
    cfg_path = 'cfg/tiny_yolo.cfg'
    class_path = "data/obj.names"
    class_path = 'data/obj.names'
    out_dir = 'out'
    if not os.path.isfile(test_path):
        print('The test file %s doesn\'t exist!' % os.path.abspath(test_path))
@@ -271,6 +370,9 @@
        print('The class file %s doesn\'t exist!' % os.path.abspath(test_path))
        return

    thresh_conf = 0.01
    thresh_nms = 0.8

    # Setup
    # Read class names from text file
    with open(class_path, 'r') as f:
@@ -290,10 +392,10 @@

    if test_ext in ['jpg', 'jpeg', 'bmp', 'png', 'tiff']:
        img = cv2.imread(test_path)
        detect_frame(net, classes, img, out_path=out_path)
        detect_frame(net, classes, img, out_path=out_path, thresh_conf=thresh_conf, thresh_nms=thresh_nms)
    else:
        capture = cv2.VideoCapture(test_path)
        detect_video(net, classes, capture, out_path=out_path)
        capture = cv2.VideoCapture(0)
        detect_video(net, classes, capture, out_path=out_path, thresh_conf=thresh_conf, thresh_nms=thresh_nms)
        capture.release()
    pass


 test_10.txt

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@@ -0,0 +1,2587 @@
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 train_10.txt

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