A webcam-compatible Gradio input component enabling point-based prompting.
pip install gradio_point_promptable_image
i
import cv2
import gradio as gr
from gradio_point_promptable_image import PointPromptableImage
BLUE = (135, 206, 235)
PINK = (239, 149, 186)
image_examples = [{"image": "images/cat.png", "points": []}]
def get_point_inputs(prompts):
point_inputs = []
for prompt in prompts:
if prompt[5] == 4.0:
point_inputs.append((prompt[0], prompt[1], prompt[2]))
return point_inputs
def process_input(input_dict):
img, points = input_dict['image'], input_dict['points']
point_inputs = get_point_inputs(points)
for point in point_inputs:
x, y = int(point[0]), int(point[1])
cv2.circle(img, (x, y), 2, (0, 0, 0), thickness=10)
if point[2] == 1:
cv2.circle(img, (x, y), 2, BLUE, thickness=8)
else:
cv2.circle(img, (x, y), 2, PINK, thickness=8)
return img
demo = gr.Interface(
process_input,
PointPromptableImage(),
gr.Image(),
examples=image_examples,
)
if __name__ == "__main__":
demo.launch()
Special thanks to the creators of gradio-image-prompter - this custom component is heavily adapted from their work.