-
-
Save alex-luxonis/bac3cc827456a98b079a05c0cbe80666 to your computer and use it in GitHub Desktop.
Add default 13MP resolution, optionally (if 0:) can be changed to 4K downscaled to 1080p. Save to disk
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
import depthai as dai | |
import numpy as np | |
import cv2 | |
import queue | |
# Create pipeline | |
pipeline = dai.Pipeline() | |
# Define source and output | |
camRgb = pipeline.create(dai.node.ColorCamera) | |
xoutVideo = pipeline.create(dai.node.XLinkOut) | |
camControlIn = pipeline.create(dai.node.XLinkIn) | |
camControlIn.setStreamName('camControl') | |
camControlIn.out.link(camRgb.inputControl) | |
xoutVideo.setStreamName("video") | |
# Properties | |
camRgb.setBoardSocket(dai.CameraBoardSocket.RGB) | |
if 1: | |
camRgb.setResolution(dai.ColorCameraProperties.SensorResolution.THE_13_MP) | |
camRgb.setVideoSize(4192, 3120) # FIXME FW | |
else: | |
camRgb.setResolution(dai.ColorCameraProperties.SensorResolution.THE_4_K) | |
camRgb.setIspScale(1, 2) | |
camRgb.setFps(10) | |
xoutVideo.input.setBlocking(False) | |
xoutVideo.input.setQueueSize(10) | |
# Linking | |
camRgb.video.link(xoutVideo.input) | |
# exposure_times = np.array([100, 250, 500], dtype=np.float32) | |
# exposure_times = np.array([], dtype=np.float32) | |
expTimeA = 100000 | |
expTimeS = 80000 | |
expTimeD = 40000 | |
sensIsoA = 400 | |
sensIsoS = 400 | |
sensIsoD = 700 | |
expTime = 20000 | |
sensIso = 100 | |
setExposure = False | |
setCapture = False | |
q = queue.Queue(3) | |
exp = queue.Queue(3) | |
with dai.Device(pipeline) as device: | |
video = device.getOutputQueue(name="video", maxSize=1, blocking=False) | |
controlQueue = device.getInputQueue('camControl') | |
while True: | |
videoIn = video.get() | |
cv2.imshow("video", videoIn.getCvFrame()) | |
if setExposure: | |
print('Setting expsure -> {} and ISO -> {}'.format(expTime, sensIso)) | |
ctrl = dai.CameraControl() | |
ctrl.setManualExposure(expTime, sensIso) | |
controlQueue.send(ctrl) | |
setExposure = False | |
if setCapture: | |
q.put(videoIn.getCvFrame()) | |
exp.put(expTime) | |
setCapture = False | |
if q.full(): | |
img_list = list(q.queue) | |
exp_times = np.array(list(exp.queue), dtype=np.float32) | |
print(exp_times) | |
with exp.mutex: | |
exp.queue.clear() | |
with q.mutex: | |
q.queue.clear() | |
merge_debevec = cv2.createMergeDebevec() | |
merge_robertson = cv2.createMergeRobertson() | |
hdr_debevec = merge_debevec.process(img_list, times=exp_times.copy()) | |
hdr_robertson = merge_robertson.process(img_list, times=exp_times.copy()) | |
# Tonemap HDR image | |
tonemap1 = cv2.createTonemap(gamma=2.2) | |
res_debevec = tonemap1.process(hdr_debevec.copy()) | |
# Exposure fusion using Mertens | |
merge_mertens = cv2.createMergeMertens() | |
res_mertens = merge_mertens.process(img_list) | |
# Convert datatype to 8-bit and save | |
res_debevec_8bit = np.clip(res_debevec*255, 0, 255).astype('uint8') | |
res_mertens_8bit = np.clip(res_mertens*255, 0, 255).astype('uint8') | |
cv2.imshow('res_debevec', res_debevec) | |
cv2.imshow('res_mertens_8bit', res_mertens_8bit) | |
#cv2.imwrite("res_debevec.png", res_debevec) # why not displayed properly? | |
cv2.imwrite("res_debevec_8bit.png", res_debevec_8bit) | |
cv2.imwrite("res_mertens_8bit.png", res_mertens_8bit) | |
# Get BGR frame from NV12 encoded video frame to show with opencv | |
# Visualizing the frame on slower hosts might have overhead | |
key = cv2.waitKey(1) | |
if key == ord('q'): | |
break | |
elif key == ord('a'): | |
print('Getting Key a') | |
expTime = expTimeA | |
sensIso = sensIsoA | |
setExposure = True | |
elif key == ord('s'): | |
print('Getting Key s') | |
expTime = expTimeS | |
sensIso = sensIsoS | |
setExposure = True | |
elif key == ord('d'): | |
print('Getting Key d') | |
expTime = expTimeD | |
sensIso = sensIsoD | |
setExposure = True | |
elif key == ord('c'): | |
print('Capturing') | |
setCapture = True | |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment