Files
open_dbm/opendbm/api_lib/facial_activity/_expressivity.py
2022-09-15 19:44:59 +07:00

90 lines
2.3 KiB
Python

import tempfile
from opendbm.api_lib.model import VideoModel
from opendbm.dbm_lib.dbm_features.raw_features.video import face_emotion_expressivity
class Expressivity(VideoModel):
def __init__(self):
super().__init__()
self._params = [
" AU01_r",
" AU02_r",
" AU04_r",
" AU05_r",
" AU06_r",
" AU07_r",
" AU09_r",
" AU10_r",
" AU12_r",
" AU14_r",
" AU15_r",
" AU17_r",
" AU20_r",
" AU25_r",
" AU26_r",
" AU45_r",
" AU01_c",
" AU02_c",
" AU04_c",
" AU05_c",
" AU06_c",
" AU07_c",
" AU10_c",
" AU12_c",
" AU14_c",
" AU15_c",
" AU17_c",
" AU20_c",
" AU23_c",
" AU25_c",
" AU26_c",
" AU28_c",
" AU45_c",
" AU09_c",
" AU23_r",
"s_confidence",
"fac_hapintsoft",
"fac_sadintsoft",
"fac_surintsoft",
"fac_feaintsoft",
"fac_angintsoft",
"fac_disintsoft",
"fac_conintsoft",
"fac_paiintsoft",
"fac_negintsoft",
"fac_posintsoft",
"neu_exp",
"fac_comlowintsoft",
"fac_comuppintsoft",
"cai_exp",
"fac_comintsoft",
"fac_happres",
"fac_sadpres",
"fac_surpres",
"fac_feapres",
"fac_angpres",
"fac_dispres",
"fac_conpres",
"fac_hapinthard",
"fac_sadinthard",
"fac_surinthard",
"fac_feainthard",
"fac_anginthard",
"fac_disinthard",
"fac_coninthard",
"fac_paiinthard",
"fac_neginthard",
"fac_posinthard",
"neu_exp_full",
"cai_exp_full",
"fac_comlowinthard",
"fac_comuppinthard",
"fac_cominthard",
]
def _fit_transform(self, path):
return face_emotion_expressivity.run_face_expressivity(
path, f"{tempfile.gettempdir()}/", self.r_config, save=False
)