2023-03-26 07:39:09 +02:00
|
|
|
import os
|
2023-03-22 05:57:18 +01:00
|
|
|
import cv2
|
|
|
|
import numpy as np
|
2023-03-26 07:39:09 +02:00
|
|
|
from torch.hub import get_dir
|
2023-03-22 05:57:18 +01:00
|
|
|
|
2023-03-26 06:37:58 +02:00
|
|
|
from lama_cleaner.plugins.base_plugin import BasePlugin
|
2023-03-22 05:57:18 +01:00
|
|
|
|
2023-03-26 06:37:58 +02:00
|
|
|
|
|
|
|
class RemoveBG(BasePlugin):
|
2023-03-22 05:57:18 +01:00
|
|
|
name = "RemoveBG"
|
|
|
|
|
|
|
|
def __init__(self):
|
2023-03-26 06:37:58 +02:00
|
|
|
super().__init__()
|
2023-03-22 05:57:18 +01:00
|
|
|
from rembg import new_session
|
|
|
|
|
2023-03-26 07:39:09 +02:00
|
|
|
hub_dir = get_dir()
|
|
|
|
model_dir = os.path.join(hub_dir, "checkpoints")
|
|
|
|
os.environ["U2NET_HOME"] = model_dir
|
|
|
|
|
2023-03-22 05:57:18 +01:00
|
|
|
self.session = new_session(model_name="u2net")
|
|
|
|
|
|
|
|
def __call__(self, rgb_np_img, files, form):
|
|
|
|
bgr_np_img = cv2.cvtColor(rgb_np_img, cv2.COLOR_RGB2BGR)
|
|
|
|
return self.forward(bgr_np_img)
|
|
|
|
|
|
|
|
def forward(self, bgr_np_img) -> np.ndarray:
|
|
|
|
from rembg import remove
|
|
|
|
|
|
|
|
# return BGRA image
|
|
|
|
output = remove(bgr_np_img, session=self.session)
|
|
|
|
return output
|
2023-03-26 06:37:58 +02:00
|
|
|
|
|
|
|
def check_dep(self):
|
|
|
|
try:
|
|
|
|
import rembg
|
|
|
|
except ImportError:
|
|
|
|
return (
|
|
|
|
"RemoveBG is not installed, please install it first. pip install rembg"
|
|
|
|
)
|