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icassp2027-experiment/results/easycom_loss_structure_4ep_2026-08-26/raw_console.txt
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Individual runs
run 0.2s mAP BG AP wearer AP others AP mean mAP
four-state-ce_seed0 73.74955 56.71375 78.57366 85.96124 60.83261
four-state-ce_seed1 73.85667 56.63089 78.86871 86.07041 60.94612
four-state-ce_seed2 73.82467 56.69228 78.71884 86.06288 60.87591
independent-bce_seed0 73.62153 56.53017 78.40881 85.92561 60.87646
independent-bce_seed1 73.79339 56.64809 78.74388 85.98820 60.93730
independent-bce_seed2 73.70613 56.38458 78.61257 86.12125 60.93824
lstr-mce_seed0 73.44637 56.76438 77.86650 85.70824 60.84861
lstr-mce_seed1 73.75696 56.94418 78.57004 85.75664 60.73626
lstr-mce_seed2 73.91410 57.16263 78.79964 85.78001 60.86305
Mean +/- sample standard deviation
loss 0.2s mAP wearer AP others AP mean mAP
lstr-mce 73.70581 +/- 0.23802 78.41206 +/- 0.48622 85.74830 +/- 0.03661 60.81597 +/- 0.06941
independent-bce 73.70702 +/- 0.08593 78.58842 +/- 0.16884 86.01169 +/- 0.09991 60.91733 +/- 0.03540
four-state-ce 73.81030 +/- 0.05499 78.72040 +/- 0.14753 86.03151 +/- 0.06097 60.88488 +/- 0.05728
loss: four-state-ce
output space: four-state-softmax
0.2s: mAP=73.74955, background=56.71375, wearer=78.57366, others=85.96124
0.4s: mAP=68.82697, background=49.50218, wearer=73.81613, others=83.16261
0.6s: mAP=64.80523, background=44.45318, wearer=69.01941, others=80.94310
0.8s: mAP=61.52546, background=40.84250, wearer=64.65755, others=79.07634
1.0s: mAP=59.44807, background=39.33581, wearer=61.01753, others=77.99088
1.2s: mAP=57.96347, background=38.34954, wearer=58.54043, others=77.00044
1.4s: mAP=56.95413, background=38.05607, wearer=56.56272, others=76.24359
1.6s: mAP=55.84352, background=37.22674, wearer=54.59497, others=75.70885
1.8s: mAP=54.89116, background=36.51531, wearer=52.91825, others=75.23991
2.0s: mAP=54.31858, background=36.65738, wearer=51.36987, others=74.92851
10-horizon mean mAP: 60.83261
loss: independent-bce
output space: three-label-sigmoid
0.2s: mAP=73.62153, background=56.53017, wearer=78.40881, others=85.92561
0.4s: mAP=68.93990, background=49.83756, wearer=73.84668, others=83.13544
0.6s: mAP=64.79984, background=44.35427, wearer=68.98534, others=81.05992
0.8s: mAP=61.57880, background=40.95262, wearer=64.40600, others=79.37779
1.0s: mAP=59.53538, background=39.46612, wearer=61.35583, others=77.78420
1.2s: mAP=57.95764, background=38.45346, wearer=58.30468, others=77.11479
1.4s: mAP=56.94317, background=38.20420, wearer=56.46439, others=76.16092
1.6s: mAP=56.04943, background=37.65077, wearer=54.86724, others=75.63029
1.8s: mAP=55.09841, background=37.00503, wearer=52.91908, others=75.37111
2.0s: mAP=54.24044, background=36.46858, wearer=51.18916, others=75.06359
10-horizon mean mAP: 60.87646
loss: lstr-mce
output space: three-class-softmax
0.2s: mAP=73.44637, background=56.76438, wearer=77.86650, others=85.70824
0.4s: mAP=68.63790, background=49.90963, wearer=73.24394, others=82.76013
0.6s: mAP=64.64750, background=44.77128, wearer=68.47873, others=80.69249
0.8s: mAP=61.50690, background=41.37775, wearer=63.99127, others=79.15167
1.0s: mAP=59.35000, background=39.43757, wearer=61.10979, others=77.50264
1.2s: mAP=58.08335, background=39.28797, wearer=58.19467, others=76.76740
1.4s: mAP=57.22382, background=39.01062, wearer=56.66806, others=75.99277
1.6s: mAP=56.15409, background=38.03064, wearer=54.82056, others=75.61108
1.8s: mAP=55.11616, background=37.20218, wearer=53.15030, others=74.99598
2.0s: mAP=54.32006, background=37.21908, wearer=51.03765, others=74.70344
10-horizon mean mAP: 60.84861