diff options
Diffstat (limited to 'nicla/signs_detect.py')
-rw-r--r-- | nicla/signs_detect.py | 76 |
1 files changed, 76 insertions, 0 deletions
diff --git a/nicla/signs_detect.py b/nicla/signs_detect.py new file mode 100644 index 0000000..baf62e8 --- /dev/null +++ b/nicla/signs_detect.py @@ -0,0 +1,76 @@ +import sensor, image, time + +sensor.reset() # Reset and initialize the sensor. +sensor.set_pixformat(sensor.RGB565) # Set pixel format to RGB565 (or GRAYSCALE) +sensor.set_framesize(sensor.HVGA) # Set frame size to QVGA (320x240) +sensor.skip_frames(time = 2000) # Wait for settings take effect. +clock = time.clock() # Create a clock object to track the FPS. + + +def init_kpts(str): + temp_img = image.Image(f"./{str}.jpg", copy_to_fb=True) + temp_img.to_grayscale() + kpts = temp_img.find_keypoints(max_keypoints=128, threshold=kpts_threshold, corner_detector=kpts_corner, scale_factor=1.2) + return kpts + +def match_kpts(kpts0, kpts1): + if kpts0 is not None and kpts1 is not None: + match = image.match_descriptor(kpts0, kpts1, threshold=70) + #print("matched:%d dt:%d"%(match.count(), match.theta())) + if match.count() > 0: + print(match.count()) + return match.count() > 1 + else: + return 0 + +def read_red_sign(val, img, kpts): + if match_kpts(kpts, stop): + img.draw_rectangle(val.rect()) + #img.draw_cross(match.cx(), match.cy(), size=10) + print("stop") + + if match_kpts(kpts, speed): + img.draw_rectangle(val.rect()) + print("speed") + + if match_kpts(kpts, car): + img.draw_rectangle(val.rect()) + print("car") + +#def read_red_sign(val, img, kpts): + + +kpts_threshold = 20 +kpts_corner = image.CORNER_FAST + +speed = init_kpts("speed") +stop = init_kpts("stop") +car = init_kpts("image") + + +while(True): + clock.tick() # Update the FPS clock. + img = sensor.snapshot() # Take a picture and return the image. + + ######## Detect signs + + blobs_r = img.find_blobs([(0, 100, 25, 63, -128, 127)]) + blobs_b = img.find_blobs([(0, 29, 11, -128, -31, -5)]) + #print(f"old: { len(blobs_r) + len(blobs_b) }") + + blobs_r[:] = [b for b in blobs_r if (b.convexity() < 0.7 and b.area() > 64)] + blobs_b[:] = [b for b in blobs_b if (b.convexity() < 0.7 and b.area() > 64)] + #print(f"new: { len(blobs_r) + len(blobs_b) }") + + + ######## Read signs + img = img.to_grayscale() + + if(len(blobs_r) > 0 or len(blobs_b) > 0): + kpts_img = img.find_keypoints(max_keypoints=255, threshold=kpts_threshold, corner_detector=kpts_corner) + + for index, b in enumerate(blobs_r): + read_red_sign(b, img, kpts_img) + + for index, b in enumerate(blobs_b): + read_blu_sign(b, img, kpts_img) |