RemoveBg plugin add birefnet models, require rembg>=2.0.59

This commit is contained in:
Qing
2024-11-01 18:28:04 +08:00
parent b4b49bb88e
commit 2098d687d1
3 changed files with 25 additions and 9 deletions

View File

@@ -17,6 +17,14 @@ class RemoveBG(BasePlugin):
super().__init__()
self.model_name = model_name
if model_name.startswith("birefnet"):
import rembg
if rembg.__version__ < "2.0.59":
raise ValueError(
"To use birefnet models, please upgrade rembg to >= 2.0.59. pip install -U rembg"
)
hub_dir = get_dir()
model_dir = os.path.join(hub_dir, "checkpoints")
os.environ["U2NET_HOME"] = model_dir
@@ -66,6 +74,4 @@ class RemoveBG(BasePlugin):
try:
import rembg
except ImportError:
return (
"RemoveBG is not installed, please install it first. pip install rembg"
)
return "RemoveBG is not installed, please install it first. pip install -U rembg"

View File

@@ -144,13 +144,21 @@ class RealESRGANModel(Choices):
class RemoveBGModel(Choices):
briaai_rmbg_1_4 = "briaai/RMBG-1.4"
# models from https://github.com/danielgatis/rembg
u2net = "u2net"
u2netp = "u2netp"
u2net_human_seg = "u2net_human_seg"
u2net_cloth_seg = "u2net_cloth_seg"
silueta = "silueta"
isnet_general_use = "isnet-general-use"
briaai_rmbg_1_4 = "briaai/RMBG-1.4"
birefnet_general = "birefnet-general"
birefnet_general_lite = "birefnet-general-lite"
birefnet_portrait = "birefnet-portrait"
birefnet_dis = "birefnet-dis"
birefnet_hrsod = "birefnet-hrsod"
birefnet_cod = "birefnet-cod"
birefnet_massive = "birefnet-massive"
class Device(Choices):

View File

@@ -36,23 +36,25 @@ def _save(img, name):
cv2.imwrite(str(save_dir / name), img)
def test_remove_bg():
model = RemoveBG(RemoveBGModel.briaai_rmbg_1_4)
@pytest.mark.parametrize("model_name", RemoveBGModel.values())
def test_remove_bg(model_name):
print(f"Testing {model_name}")
model = RemoveBG(model_name)
rgba_np_img = model.gen_image(
rgb_img, RunPluginRequest(name=RemoveBG.name, image=rgb_img_base64)
)
res = cv2.cvtColor(rgba_np_img, cv2.COLOR_RGBA2BGRA)
_save(res, "test_remove_bg.png")
_save(res, f"test_remove_bg_{model_name}.png")
bgr_np_img = model.gen_mask(
rgb_img, RunPluginRequest(name=RemoveBG.name, image=rgb_img_base64)
)
res_mask = gen_frontend_mask(bgr_np_img)
_save(res_mask, "test_remove_bg_frontend_mask.png")
_save(res_mask, f"test_remove_bg_frontend_mask_{model_name}.png")
assert len(bgr_np_img.shape) == 2
_save(bgr_np_img, "test_remove_bg_mask.jpeg")
_save(bgr_np_img, f"test_remove_bg_mask_{model_name}.jpeg")
def test_anime_seg():