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authoradamhrv <adam@ahprojects.com>2019-01-07 02:26:34 +0100
committeradamhrv <adam@ahprojects.com>2019-01-07 02:26:34 +0100
commit5e5a7d09774bde195fe31ae143704eb124a764ac (patch)
tree20e48a5f80e94c5021c01e9558de8af873e2eaf7 /megapixels/app/utils
parent4bcb82c0f295d79d3d247252e7e98b2d986ae821 (diff)
add demos, in progress
Diffstat (limited to 'megapixels/app/utils')
-rw-r--r--megapixels/app/utils/display_utils.py4
-rw-r--r--megapixels/app/utils/draw_utils.py14
-rw-r--r--megapixels/app/utils/plot_utils.py149
3 files changed, 151 insertions, 16 deletions
diff --git a/megapixels/app/utils/display_utils.py b/megapixels/app/utils/display_utils.py
index 58e2feec..7b74aa46 100644
--- a/megapixels/app/utils/display_utils.py
+++ b/megapixels/app/utils/display_utils.py
@@ -3,11 +3,11 @@ import sys
import cv2 as cv
-def handle_keyboard():
+def handle_keyboard(delay_amt=1):
'''Used with cv.imshow('title', image) to wait for keyboard press
'''
while True:
- k = cv.waitKey(1) & 0xFF
+ k = cv.waitKey(delay_amt) & 0xFF
if k == 27 or k == ord('q'): # ESC
cv.destroyAllWindows()
sys.exit()
diff --git a/megapixels/app/utils/draw_utils.py b/megapixels/app/utils/draw_utils.py
index f6d53609..47bb7978 100644
--- a/megapixels/app/utils/draw_utils.py
+++ b/megapixels/app/utils/draw_utils.py
@@ -49,17 +49,3 @@ def draw_degrees(im, pose_data, color=(0,255,0)):
t = '{}: {:.2f}'.format(k, v)
origin = (10, 30 + (25 * i))
cv.putText(im, t, origin, cv.FONT_HERSHEY_SIMPLEX, 0.5, clr, thickness=2, lineType=2)
-
-
-# ---------------------------------------------------------------------------
-#
-# Matplotlib drawing functions
-#
-# ---------------------------------------------------------------------------
-
-def plot_landmarks3D(im, points, radius=3, color=(0,255,0), stroke_weight=2):
- '''Draws facial landmarks, either 5pt or 68pt
- '''
- for pt in points:
- cv.circle(im, tuple(pt), radius, color, -1, cv.LINE_AA)
-
diff --git a/megapixels/app/utils/plot_utils.py b/megapixels/app/utils/plot_utils.py
new file mode 100644
index 00000000..5bbb8ac2
--- /dev/null
+++ b/megapixels/app/utils/plot_utils.py
@@ -0,0 +1,149 @@
+import sys
+from os.path import join
+import time
+import random
+from pathlib import Path
+
+import numpy as np
+
+import matplotlib.pyplot as plt
+import matplotlib.animation
+from mpl_toolkits.mplot3d import Axes3D
+from matplotlib import cbook
+from matplotlib import cm
+from matplotlib import animation
+
+
+
+# ---------------------------------------------------------------------------
+#
+# Matplotlib drawing functions
+#
+# ---------------------------------------------------------------------------
+
+# Generate random hex colors
+def rhex():
+ r = lambda: random.randint(0,255)
+ return '#%02X%02X%02X' % (r(), r(), r())
+
+ # line weight
+def generate_3d_landmark_anim(lm, fp_out, num_frames=30, fps=12, dpi=72, size=(480,480),
+ stroke_weight=2, mark_size=10, mark_type='.', bg_clr=(0,0,0), transparent=False):
+ '''Generates animated 3D plot of face landmarks
+ '''
+
+ # convert opencv BGR numpy image to RGB
+ bg_clr_hex = '#%02x%02x%02x' % bg_clr
+ #mark_clr = '#%02x%02x%02x' % mark_clr
+
+ # center x,y,z
+ xmm = (np.min(lm[:,0]),np.max(lm[:,0]))
+ ymm = (np.min(lm[:,1]),np.max(lm[:,1]))
+ zmm = (np.min(lm[:,2]),np.max(lm[:,2]))
+
+ # make copy of landmarks
+ lm_orig = lm.copy()
+ xmm = (np.min(lm_orig[:,0]),np.max(lm_orig[:,0]))
+ ymm = (np.min(lm_orig[:,1]),np.max(lm_orig[:,1]))
+ zmm = (np.min(lm_orig[:,2]),np.max(lm_orig[:,2]))
+
+ # swap the y and z components to improve 3d rotation angles for matplotlib
+ lm = np.zeros_like(lm_orig).astype(np.uint8)
+ for i,p in enumerate(lm_orig):
+ x,y,z = p
+ lm[i] = np.array([x - xmm[0], z - zmm[0], y - ymm[0]])
+
+ # Create plot
+ figsize = (size[0]/dpi, size[1]/dpi )
+ fig = plt.figure(figsize=figsize, dpi=dpi) # frameon=False
+ fig.tight_layout()
+ # remove whitespace in matplotlib
+ fig.subplots_adjust(left=0, bottom=0, right=1, top=1, wspace=None, hspace=None)
+ ax = fig.add_subplot(111, projection='3d')
+ ax.set_facecolor(bg_clr_hex) # background color
+
+ xscale, yscale, zscale = (1.2, 1.0, 1.0)
+
+ # scatter plot the dots
+
+ # jaw line
+ mark_clr = '#%02x%02x%02x' % (0,255,0) # green
+ ax.plot3D(lm[:17,0]*1.2,lm[:17,1], lm[:17,2],
+ marker=mark_type, markersize=mark_size, color=mark_clr,linewidth=stroke_weight)
+
+ # stage-right eyebrow
+ mark_clr = '#%02x%02x%02x' % (255,0,0) # green
+ ax.plot3D(lm[17:22,0]*1.2,lm[17:22,1],lm[17:22,2],
+ marker=mark_type, markersize=mark_size, color=mark_clr,linewidth=stroke_weight)
+
+ # stage-left eyebrow
+ mark_clr = '#%02x%02x%02x' % (255,255,0) # yellow
+ ax.plot3D(lm[22:27,0]*1.2,lm[22:27,1],lm[22:27,2],
+ marker=mark_type, markersize=mark_size, color=mark_clr,linewidth=stroke_weight)
+
+ # nose ridge
+ mark_clr = '#%02x%02x%02x' % (0,0,255) # blue
+ ax.plot3D(lm[27:31,0]*1.2,lm[27:31,1],lm[27:31,2],
+ marker=mark_type, markersize=mark_size, color=mark_clr,linewidth=stroke_weight)
+
+ # nose-bottom
+ mark_clr = '#%02x%02x%02x' % (255,0,255) # magenta
+ ax.plot3D(lm[31:36,0]*1.2,lm[31:36,1],lm[31:36,2],
+ marker=mark_type, markersize=mark_size, color=mark_clr,linewidth=stroke_weight)
+
+ # stage-left eye
+ mark_clr = '#%02x%02x%02x' % (0,255,255) # cyan
+ px, py, pz = lm[36:42,0]*1.2,lm[36:42,1],lm[36:42,2]
+ px = np.append(px, lm[36,0]*1.2)
+ py = np.append(py, lm[36,1])
+ pz = np.append(pz, lm[36,2])
+ ax.plot3D(px, py, pz, marker=mark_type, markersize=mark_size, color=mark_clr,linewidth=stroke_weight)
+
+ # stage-right eye
+ mark_clr = '#%02x%02x%02x' % (255,255,255) # white
+ px, py, pz = lm[42:48,0]*1.2,lm[42:48,1],lm[42:48,2]
+ px = np.append(px, lm[42,0]*1.2)
+ py = np.append(py, lm[42,1])
+ pz = np.append(pz, lm[42,2])
+ ax.plot3D(px, py, pz, marker=mark_type, markersize=mark_size, color=mark_clr,linewidth=stroke_weight)
+
+ # mouth
+ mark_clr = '#%02x%02x%02x' % (255,125,0) # orange?
+ px, py, pz = lm[48:,0]*1.2,lm[48:,1],lm[48:,2]
+ px = np.append(px, lm[48,0]*1.2)
+ py = np.append(py, lm[48,1])
+ pz = np.append(pz, lm[48,2])
+ ax.plot3D(px, py, pz, marker=mark_type, markersize=mark_size, color=mark_clr, linewidth=stroke_weight)
+
+ #rh = '#00ff00' # edge color
+ #ax.scatter(lm[:,0]*xscale,lm[:,1]*yscale,lm[:,2]*zscale, c=rh, alpha=1.0, s=35, edgecolor=rh)
+ #ax.scatter(lm[:,0]*xscale,lm[:,1]*yscale,lm[:,2]*zscale, c=rh, alpha=1.0, s=1)
+
+ # center center x,y,z points
+ cx = ((xmm[0] - xmm[1]) // 2) + xmm[1]
+ cy = ((ymm[1] - ymm[0]) // 2) + ymm[0]
+ cz = ((zmm[1] - zmm[0]) // 2) + zmm[0]
+
+ # remove ticks
+ ax.set_xticks([])
+ ax.set_yticks([])
+ ax.set_zticks([])
+
+ # remove axis
+ ax.set_frame_on(False)
+ ax.set_axis_off()
+
+ # set initial plot view
+ ax.view_init(elev=120., azim=70.)
+
+ # rotation increments: from 0 to 360 in num_frames
+ phi = np.linspace(0, 2*np.pi, num_frames)
+
+ # animation instruction
+ def update(phi):
+ ax.view_init(180,phi*180./np.pi)
+
+ ani = matplotlib.animation.FuncAnimation(fig, update, frames=phi)
+
+ savefig_kwargs = {'pad_inches': 0, 'transparent': transparent}
+ ani.save(fp_out, writer='imagemagick', fps=fps, savefig_kwargs=savefig_kwargs) \ No newline at end of file