179 lines
5.9 KiB
Python
179 lines
5.9 KiB
Python
'''
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@ Date: 2020-11-28 17:23:04
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@ Author: Qing Shuai
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@ LastEditors: Qing Shuai
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@ LastEditTime: 2021-08-22 16:11:25
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@ FilePath: /EasyMocap/easymocap/mytools/vis_base.py
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'''
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import cv2
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import numpy as np
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import json
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def generate_colorbar(N = 20, cmap = 'jet'):
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bar = ((np.arange(N)/(N-1))*255).astype(np.uint8).reshape(-1, 1)
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colorbar = cv2.applyColorMap(bar, cv2.COLORMAP_JET).squeeze()
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if False:
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colorbar = np.clip(colorbar + 64, 0, 255)
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import random
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random.seed(666)
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index = [i for i in range(N)]
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random.shuffle(index)
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rgb = colorbar[index, :]
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rgb = rgb.tolist()
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return rgb
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colors_bar_rgb = generate_colorbar(cmap='hsv')
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colors_table = {
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'b': [0.65098039, 0.74117647, 0.85882353],
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'_pink': [.9, .7, .7],
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'_mint': [ 166/255., 229/255., 204/255.],
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'_mint2': [ 202/255., 229/255., 223/255.],
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'_green': [ 153/255., 216/255., 201/255.],
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'_green2': [ 171/255., 221/255., 164/255.],
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'r': [ 251/255., 128/255., 114/255.],
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'_orange': [ 253/255., 174/255., 97/255.],
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'y': [ 250/255., 230/255., 154/255.],
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'_r':[255/255,0,0],
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'g':[0,255/255,0],
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'_b':[0,0,255/255],
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'k':[0,0,0],
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'_y':[255/255,255/255,0],
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'purple':[128/255,0,128/255],
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'smap_b':[51/255,153/255,255/255],
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'smap_r':[255/255,51/255,153/255],
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'smap_b':[51/255,255/255,153/255],
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}
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def get_rgb(index):
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if isinstance(index, int):
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if index == -1:
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return (255, 255, 255)
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if index < -1:
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return (0, 0, 0)
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col = colors_bar_rgb[index%len(colors_bar_rgb)]
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else:
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col = colors_table.get(index, (1, 0, 0))
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col = tuple([int(c*255) for c in col[::-1]])
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return col
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def get_rgb_01(index):
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col = get_rgb(index)
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return [i*1./255 for i in col[:3]]
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def plot_point(img, x, y, r, col, pid=-1, font_scale=-1, circle_type=-1):
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cv2.circle(img, (int(x+0.5), int(y+0.5)), r, col, circle_type)
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if font_scale == -1:
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font_scale = img.shape[0]/4000
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if pid != -1:
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cv2.putText(img, '{}'.format(pid), (int(x+0.5), int(y+0.5)), cv2.FONT_HERSHEY_SIMPLEX, font_scale, col, 1)
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def plot_line(img, pt1, pt2, lw, col):
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cv2.line(img, (int(pt1[0]+0.5), int(pt1[1]+0.5)), (int(pt2[0]+0.5), int(pt2[1]+0.5)),
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col, lw)
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def plot_cross(img, x, y, col, width=-1, lw=-1):
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if lw == -1:
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lw = max(1, int(round(img.shape[0]/1000)))
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width = lw * 5
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cv2.line(img, (int(x-width), int(y)), (int(x+width), int(y)), col, lw)
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cv2.line(img, (int(x), int(y-width)), (int(x), int(y+width)), col, lw)
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def plot_bbox(img, bbox, pid, vis_id=True):
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# 画bbox: (l, t, r, b)
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x1, y1, x2, y2 = bbox[:4]
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x1 = int(round(x1))
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x2 = int(round(x2))
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y1 = int(round(y1))
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y2 = int(round(y2))
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color = get_rgb(pid)
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lw = max(img.shape[0]//300, 2)
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cv2.rectangle(img, (x1, y1), (x2, y2), color, lw)
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if vis_id:
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font_scale = img.shape[0]/1000
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cv2.putText(img, '{}'.format(pid), (x1, y1+int(25*font_scale)), cv2.FONT_HERSHEY_SIMPLEX, font_scale, color, 2)
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def plot_keypoints(img, points, pid, config, vis_conf=False, use_limb_color=True, lw=2):
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for ii, (i, j) in enumerate(config['kintree']):
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if i >= len(points) or j >= len(points):
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continue
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pt1, pt2 = points[i], points[j]
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if use_limb_color:
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col = get_rgb(config['colors'][ii])
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else:
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col = get_rgb(pid)
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if pt1[-1] > 0.01 and pt2[-1] > 0.01:
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image = cv2.line(
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img, (int(pt1[0]+0.5), int(pt1[1]+0.5)), (int(pt2[0]+0.5), int(pt2[1]+0.5)),
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col, lw)
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for i in range(len(points)):
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x, y = points[i][0], points[i][1]
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c = points[i][-1]
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if c > 0.01:
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col = get_rgb(pid)
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cv2.circle(img, (int(x+0.5), int(y+0.5)), lw*2, col, -1)
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if vis_conf:
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cv2.putText(img, '{:.1f}'.format(c), (int(x), int(y)), cv2.FONT_HERSHEY_SIMPLEX, 1, col, 2)
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def plot_points2d(img, points2d, lines, lw=4, col=(0, 255, 0), putText=True):
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# 将2d点画上去
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if points2d.shape[1] == 2:
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points2d = np.hstack([points2d, np.ones((points2d.shape[0], 1))])
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for i, (x, y, v) in enumerate(points2d):
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if v < 0.01:
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continue
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c = col
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plot_cross(img, x, y, width=10, col=c, lw=lw)
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if putText:
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font_scale = img.shape[0]/2000
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cv2.putText(img, '{}'.format(i), (int(x), int(y)), cv2.FONT_HERSHEY_SIMPLEX, font_scale, c, 2)
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for i, j in lines:
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if points2d[i][2] < 0.01 or points2d[j][2] < 0.01:
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continue
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plot_line(img, points2d[i], points2d[j], 2, col)
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row_col_ = {
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2: (2, 1),
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7: (2, 4),
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8: (2, 4),
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9: (3, 3),
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26: (4, 7)
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}
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def get_row_col(l):
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if l in row_col_.keys():
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return row_col_[l]
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else:
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from math import sqrt
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row = int(sqrt(l) + 0.5)
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col = int(l/ row + 0.5)
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if row*col<l:
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col = col + 1
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if row > col:
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row, col = col, row
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return row, col
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def merge(images, row=-1, col=-1, resize=False, ret_range=False, **kwargs):
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if row == -1 and col == -1:
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row, col = get_row_col(len(images))
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height = images[0].shape[0]
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width = images[0].shape[1]
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ret_img = np.zeros((height * row, width * col, images[0].shape[2]), dtype=np.uint8) + 255
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ranges = []
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for i in range(row):
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for j in range(col):
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if i*col + j >= len(images):
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break
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img = images[i * col + j]
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# resize the image size
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img = cv2.resize(img, (width, height))
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ret_img[height * i: height * (i+1), width * j: width * (j+1)] = img
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ranges.append((width*j, height*i, width*(j+1), height*(i+1)))
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if resize:
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min_height = 1000
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if ret_img.shape[0] > min_height:
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scale = min_height/ret_img.shape[0]
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ret_img = cv2.resize(ret_img, None, fx=scale, fy=scale)
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if ret_range:
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return ret_img, ranges
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return ret_img |