uav_csv2/uav_csv2_ensemble.py

from mmcv import load
import sys
# Note: please adjust the relative path according to the actual situation.
sys.path.append('../..')
from skeletonagent.smp import *


j_1 = load('j_1/best_pred.pkl')
b_1 = load('b_1/best_pred.pkl')
k_1 = load('k_1/best_pred.pkl')
j_2 = load('j_2/best_pred.pkl')
b_2 = load('b_2/best_pred.pkl')
k_2 = load('k_2/best_pred.pkl')
jm = load('jm/best_pred.pkl')
bm = load('bm/best_pred.pkl')
km = load('km/best_pred.pkl')
label = load_label('/data/uav/uav_human.pkl', 'csv2_val')


"""
***************
InfoGCN  v0:
j jm b bm k km
2S:     76.00
4S:     76.50
6S:     77.27
***************
"""
print('InfoGCN  v0:')
print('j jm b bm k km')
print('2S')
fused = comb([j_1, b_1], [1, 1])
print('Top-1', top1(fused, label))

print('4S')
fused = comb([j_1, b_1, jm, bm], [2, 2, 1, 1])
print('Top-1', top1(fused, label))

print('6S')
fused = comb([j_1, b_1, k_1, jm, bm, km], [8, 8, 8, 3, 3, 3])
print('Top-1', top1(fused, label))


"""
***************
InfoGCN  v1:
j j b b k k
2S:     76.00
4S:     76.95
6S:     78.07
***************
"""
print('InfoGCN  v1:')
print('j j b b k k')
print('2S')
fused = comb([j_1, b_1], [1, 1])
print('Top-1', top1(fused, label))

print('4S')
fused = comb([j_1, b_1, j_2, b_2], [1, 1, 1, 1])
print('Top-1', top1(fused, label))

print('6S')
fused = comb([j_1, b_1, k_1, j_2, b_2, k_2], [8, 8, 8, 5, 5, 5])
print('Top-1', top1(fused, label))