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Phase 1: reusing existing data prep
========================================================================
PHASE 2: training BiLSTM, CTM-GCN, and xLSTM in parallel
========================================================================
 launching bilstm -> log: /workspace/scripts_7/data/processed_fs_jump3d_singles_temporal/logs/bilstm.log
 launching gcn_ctm -> log: /workspace/scripts_7/data/processed_fs_jump3d_singles_temporal/logs/gcn_ctm.log
 launching xlstm -> log: /workspace/scripts_7/data/processed_fs_jump3d_singles_temporal/logs/xlstm.log
 bilstm: OK (see ../data/processed_fs_jump3d_singles_temporal/logs/bilstm.log)
 gcn_ctm: OK (see ../data/processed_fs_jump3d_singles_temporal/logs/gcn_ctm.log)
 xlstm: OK (see ../data/processed_fs_jump3d_singles_temporal/logs/xlstm.log)
Loaded 3 model(s): ['BiLSTM', 'CTM', 'xLSTM']
========================================================================
PHASE 3: sliding-window inference on held-out Comb clips
========================================================================
--- Window config: 200/10 (short, fine) ---
Comb_1.npy (489 frames, 30 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-200 Axel 0.96 Axel 0.82 Axel 0.99
10-210 Axel 0.88 Axel 0.79 Axel 0.99
20-220 Axel 0.55 Axel 0.66 Axel 0.98
30-230 Loop 0.45 Axel 0.44 Axel 0.89
40-240 Salchow 0.72 Axel 0.30 Axel 0.69
50-250 Salchow 0.74 Flip 0.32 Lutz 0.41
60-260 Salchow 0.58 Flip 0.31 Loop 0.42
70-270 Loop 0.71 Flip 0.27 Loop 0.62
80-280 Loop 0.68 Toeloop 0.29 Loop 0.78
90-290 Loop 0.65 Toeloop 0.29 Loop 0.73
100-300 Loop 0.62 Toeloop 0.31 Loop 0.51
110-310 Salchow 0.52 Toeloop 0.33 Axel 0.60
120-320 Salchow 0.50 Flip 0.29 Axel 0.73
130-330 Loop 0.62 Salchow 0.46 Axel 0.59
140-340 Loop 0.71 Salchow 0.59 Loop 0.66
150-350 Loop 0.71 Salchow 0.59 Loop 0.74
160-360 Loop 0.69 Salchow 0.60 Axel 0.51
170-370 Loop 0.60 Salchow 0.61 Axel 0.61
180-380 Loop 0.52 Salchow 0.61 Axel 0.79
190-390 Salchow 0.66 Salchow 0.62 Axel 0.85
200-400 Salchow 0.73 Salchow 0.58 Axel 0.62
210-410 Salchow 0.74 Salchow 0.40 Loop 0.62
220-420 Salchow 0.76 Loop 0.44 Loop 0.75
230-430 Salchow 0.79 Loop 0.43 Loop 0.71
240-440 Salchow 0.77 Loop 0.45 Loop 0.71
250-450 Salchow 0.80 Loop 0.38 Loop 0.59
260-460 Salchow 0.84 Salchow 0.40 Axel 0.50
270-470 Salchow 0.87 Salchow 0.43 Axel 0.66
280-480 Salchow 0.85 Salchow 0.41 Axel 0.70
289-489 Salchow 0.85 Salchow 0.36 Axel 0.69
Comb_2.npy (422 frames, 24 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-200 Axel 0.91 Axel 0.82 Axel 0.99
10-210 Axel 0.78 Axel 0.78 Axel 0.99
20-220 Axel 0.42 Axel 0.58 Axel 0.95
30-230 Salchow 0.71 Axel 0.34 Axel 0.75
40-240 Salchow 0.97 Flip 0.33 Axel 0.36
50-250 Salchow 0.97 Flip 0.34 Lutz 0.29
60-260 Salchow 0.92 Flip 0.32 Loop 0.41
70-270 Salchow 0.91 Toeloop 0.32 Loop 0.45
80-280 Salchow 0.92 Toeloop 0.34 Loop 0.65
90-290 Salchow 0.95 Toeloop 0.38 Loop 0.39
100-300 Salchow 0.96 Toeloop 0.47 Axel 0.64
110-310 Salchow 0.98 Toeloop 0.41 Axel 0.73
120-320 Salchow 0.97 Flip 0.33 Axel 0.83
130-330 Salchow 0.95 Salchow 0.55 Axel 0.60
140-340 Salchow 0.95 Salchow 0.62 Loop 0.56
150-350 Salchow 0.94 Salchow 0.62 Loop 0.58
160-360 Salchow 0.93 Salchow 0.61 Axel 0.56
170-370 Salchow 0.94 Salchow 0.60 Axel 0.77
180-380 Salchow 0.94 Salchow 0.59 Axel 0.77
190-390 Salchow 0.94 Salchow 0.58 Axel 0.74
200-400 Salchow 0.96 Salchow 0.54 Loop 0.65
210-410 Salchow 0.94 Loop 0.41 Loop 0.85
220-420 Salchow 0.93 Loop 0.56 Loop 0.86
222-422 Salchow 0.93 Loop 0.57 Loop 0.86
Comb_3.npy (449 frames, 26 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-200 Axel 0.98 Axel 0.95 Axel 1.00
10-210 Axel 0.97 Axel 0.94 Axel 1.00
20-220 Axel 0.92 Axel 0.91 Axel 1.00
30-230 Salchow 0.48 Axel 0.79 Axel 0.99
40-240 Salchow 0.89 Axel 0.53 Axel 0.96
50-250 Salchow 0.92 Flip 0.33 Axel 0.71
60-260 Salchow 0.81 Flip 0.40 Lutz 0.61
70-270 Salchow 0.64 Flip 0.40 Lutz 0.55
80-280 Salchow 0.56 Flip 0.37 Loop 0.66
90-290 Salchow 0.56 Flip 0.35 Loop 0.53
100-300 Salchow 0.71 Flip 0.38 Axel 0.72
110-310 Salchow 0.83 Flip 0.38 Axel 0.84
120-320 Salchow 0.83 Flip 0.38 Axel 0.76
130-330 Salchow 0.83 Flip 0.39 Axel 0.56
140-340 Salchow 0.86 Salchow 0.52 Loop 0.52
150-350 Salchow 0.84 Salchow 0.61 Loop 0.48
160-360 Salchow 0.83 Salchow 0.62 Loop 0.60
170-370 Salchow 0.83 Salchow 0.60 Axel 0.52
180-380 Salchow 0.90 Salchow 0.61 Axel 0.61
190-390 Salchow 0.92 Salchow 0.63 Axel 0.51
200-400 Salchow 0.89 Salchow 0.56 Loop 0.46
210-410 Salchow 0.80 Salchow 0.50 Loop 0.58
220-420 Salchow 0.69 Salchow 0.46 Loop 0.60
230-430 Salchow 0.67 Salchow 0.46 Loop 0.54
240-440 Salchow 0.76 Salchow 0.51 Axel 0.62
249-449 Salchow 0.86 Salchow 0.55 Axel 0.77
Comb_1.npy (588 frames, 40 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-200 Axel 0.86 Axel 0.81 Axel 0.87
10-210 Axel 0.90 Axel 0.81 Axel 0.86
20-220 Axel 0.94 Axel 0.85 Axel 0.82
30-230 Axel 0.96 Axel 0.89 Axel 0.84
40-240 Axel 0.98 Axel 0.89 Axel 0.83
50-250 Axel 0.99 Axel 0.89 Axel 0.89
60-260 Axel 0.99 Axel 0.94 Axel 0.96
70-270 Axel 1.00 Axel 0.96 Axel 0.99
80-280 Axel 1.00 Axel 0.96 Axel 0.99
90-290 Axel 1.00 Axel 0.95 Axel 1.00
100-300 Axel 0.99 Axel 0.95 Axel 0.99
110-310 Axel 0.99 Axel 0.93 Axel 0.99
120-320 Axel 0.97 Axel 0.91 Axel 0.99
130-330 Axel 0.92 Axel 0.90 Axel 0.98
140-340 Axel 0.86 Axel 0.88 Axel 0.99
150-350 Salchow 0.74 Axel 0.71 Axel 0.99
160-360 Salchow 0.97 Flip 0.43 Axel 0.93
170-370 Salchow 0.98 Flip 0.44 Axel 0.59
180-380 Salchow 0.99 Flip 0.41 Lutz 0.36
190-390 Salchow 0.99 Flip 0.41 Lutz 0.55
200-400 Salchow 0.99 Flip 0.41 Flip 0.35
210-410 Salchow 0.97 Flip 0.41 Axel 0.30
220-420 Salchow 0.97 Flip 0.40 Flip 0.33
230-430 Salchow 0.94 Flip 0.39 Loop 0.38
240-440 Salchow 0.94 Flip 0.39 Loop 0.37
250-450 Salchow 0.95 Flip 0.39 Flip 0.84
260-460 Salchow 0.92 Flip 0.41 Flip 0.76
270-470 Salchow 0.88 Salchow 0.44 Loop 0.52
280-480 Salchow 0.86 Salchow 0.45 Loop 0.77
290-490 Salchow 0.87 Salchow 0.44 Loop 0.92
300-500 Salchow 0.89 Flip 0.43 Loop 0.70
310-510 Salchow 0.89 Flip 0.44 Loop 0.68
320-520 Salchow 0.91 Flip 0.44 Flip 0.41
330-530 Salchow 0.89 Flip 0.44 Flip 0.65
340-540 Salchow 0.88 Salchow 0.44 Flip 0.57
350-550 Salchow 0.71 Salchow 0.36 Loop 0.63
360-560 Salchow 0.54 Salchow 0.39 Loop 0.70
370-570 Salchow 0.49 Salchow 0.54 Loop 0.69
380-580 Salchow 0.51 Salchow 0.50 Loop 0.59
388-588 Salchow 0.57 Salchow 0.57 Loop 0.70
Comb_2.npy (548 frames, 36 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-200 Axel 1.00 Axel 0.97 Axel 0.99
10-210 Axel 1.00 Axel 0.96 Axel 0.99
20-220 Axel 1.00 Axel 0.96 Axel 1.00
30-230 Axel 1.00 Axel 0.95 Axel 1.00
40-240 Axel 1.00 Axel 0.93 Axel 0.99
50-250 Axel 1.00 Axel 0.90 Axel 0.99
60-260 Axel 0.99 Axel 0.86 Axel 0.97
70-270 Axel 0.98 Axel 0.82 Axel 0.97
80-280 Axel 0.85 Axel 0.67 Axel 0.94
90-290 Toeloop 0.87 Axel 0.44 Toeloop 0.51
100-300 Toeloop 0.97 Toeloop 0.44 Toeloop 0.89
110-310 Toeloop 0.99 Toeloop 0.47 Toeloop 0.97
120-320 Toeloop 0.99 Toeloop 0.49 Toeloop 0.99
130-330 Toeloop 0.98 Axel 0.43 Toeloop 0.99
140-340 Toeloop 0.96 Axel 0.48 Toeloop 0.99
150-350 Toeloop 0.93 Axel 0.54 Toeloop 0.98
160-360 Toeloop 0.86 Axel 0.56 Toeloop 0.98
170-370 Toeloop 0.71 Axel 0.59 Toeloop 0.97
180-380 Toeloop 0.56 Axel 0.62 Toeloop 0.96
190-390 Toeloop 0.44 Axel 0.64 Toeloop 0.95
200-400 Axel 0.47 Axel 0.64 Toeloop 0.92
210-410 Axel 0.40 Axel 0.63 Toeloop 0.88
220-420 Flip 0.48 Axel 0.56 Toeloop 0.94
230-430 Flip 0.53 Axel 0.49 Toeloop 0.94
240-440 Flip 0.61 Axel 0.44 Toeloop 0.94
250-450 Flip 0.69 Axel 0.39 Toeloop 0.92
260-460 Flip 0.79 Axel 0.36 Toeloop 0.88
270-470 Flip 0.90 Axel 0.36 Toeloop 0.82
280-480 Flip 0.92 Axel 0.36 Toeloop 0.66
290-490 Flip 0.96 Axel 0.33 Axel 0.51
300-500 Flip 0.98 Toeloop 0.31 Axel 0.62
310-510 Flip 0.98 Lutz 0.31 Axel 0.62
320-520 Flip 0.98 Lutz 0.41 Axel 0.51
330-530 Flip 0.94 Lutz 0.46 Flip 0.58
340-540 Flip 0.77 Lutz 0.43 Flip 0.75
348-548 Salchow 0.52 Lutz 0.45 Flip 0.81
Comb_3.npy (531 frames, 35 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-200 Axel 1.00 Axel 0.96 Axel 1.00
10-210 Axel 1.00 Axel 0.96 Axel 1.00
20-220 Axel 1.00 Axel 0.96 Axel 1.00
30-230 Axel 1.00 Axel 0.94 Axel 0.99
40-240 Axel 1.00 Axel 0.92 Axel 0.99
50-250 Axel 0.99 Axel 0.89 Axel 0.99
60-260 Axel 0.96 Axel 0.88 Axel 0.97
70-270 Axel 0.77 Axel 0.84 Axel 0.96
80-280 Salchow 0.84 Axel 0.71 Axel 0.90
90-290 Salchow 0.96 Axel 0.54 Loop 0.52
100-300 Salchow 0.93 Axel 0.29 Loop 0.85
110-310 Salchow 0.89 Toeloop 0.36 Loop 0.77
120-320 Toeloop 0.82 Toeloop 0.55 Toeloop 0.58
130-330 Toeloop 0.99 Toeloop 0.74 Toeloop 0.86
140-340 Toeloop 0.99 Toeloop 0.82 Toeloop 0.91
150-350 Toeloop 0.99 Toeloop 0.83 Toeloop 0.97
160-360 Toeloop 0.99 Toeloop 0.84 Toeloop 0.95
170-370 Toeloop 0.99 Toeloop 0.84 Toeloop 0.87
180-380 Toeloop 0.99 Toeloop 0.78 Toeloop 0.62
190-390 Toeloop 0.99 Toeloop 0.68 Axel 0.88
200-400 Toeloop 0.96 Toeloop 0.37 Axel 0.97
210-410 Toeloop 0.88 Toeloop 0.43 Axel 0.87
220-420 Toeloop 0.78 Toeloop 0.51 Axel 0.70
230-430 Toeloop 0.70 Toeloop 0.48 Axel 0.62
240-440 Salchow 0.70 Toeloop 0.47 Axel 0.58
250-450 Salchow 0.85 Toeloop 0.46 Axel 0.60
260-460 Salchow 0.84 Toeloop 0.41 Axel 0.46
270-470 Salchow 0.83 Toeloop 0.35 Axel 0.41
280-480 Salchow 0.75 Toeloop 0.33 Axel 0.61
290-490 Salchow 0.82 Lutz 0.31 Axel 0.68
300-500 Salchow 0.97 Toeloop 0.23 Axel 0.49
310-510 Salchow 0.98 Flip 0.37 Flip 0.42
320-520 Salchow 0.98 Flip 0.46 Flip 0.43
330-530 Salchow 0.95 Salchow 0.52 Loop 0.34
331-531 Salchow 0.95 Salchow 0.51 Loop 0.37
Comb_1.npy (299 frames, 11 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-200 Axel 0.96 Axel 0.95 Axel 0.99
10-210 Axel 0.96 Axel 0.94 Axel 0.99
20-220 Axel 0.96 Axel 0.94 Axel 0.99
30-230 Axel 0.95 Axel 0.94 Axel 0.99
40-240 Axel 0.95 Axel 0.92 Axel 0.99
50-250 Axel 0.92 Axel 0.92 Axel 0.99
60-260 Axel 0.74 Axel 0.93 Axel 0.99
70-270 Loop 0.45 Axel 0.90 Axel 0.94
80-280 Loop 0.72 Axel 0.81 Axel 0.69
90-290 Loop 0.84 Axel 0.62 Loop 0.64
99-299 Loop 0.93 Axel 0.49 Loop 0.91
Comb_2.npy (185 frames, 1 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-185 Toeloop 0.57 Axel 0.71 Axel 0.99
Comb_3.npy (481 frames, 30 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-200 Toeloop 0.77 Axel 0.89 Axel 0.98
10-210 Axel 0.61 Axel 0.89 Axel 0.98
20-220 Axel 0.92 Axel 0.90 Axel 0.99
30-230 Axel 0.96 Axel 0.88 Axel 0.99
40-240 Axel 0.98 Axel 0.86 Axel 0.98
50-250 Axel 0.98 Axel 0.84 Axel 0.98
60-260 Axel 0.99 Axel 0.78 Axel 0.99
70-270 Axel 0.99 Axel 0.71 Axel 0.99
80-280 Axel 0.98 Axel 0.83 Axel 0.99
90-290 Axel 0.91 Axel 0.92 Axel 0.99
100-300 Axel 0.65 Axel 0.89 Axel 0.99
110-310 Salchow 0.74 Axel 0.78 Axel 0.98
120-320 Salchow 0.94 Axel 0.75 Axel 0.95
130-330 Salchow 0.98 Axel 0.74 Axel 0.69
140-340 Salchow 0.99 Axel 0.73 Toeloop 0.59
150-350 Salchow 0.99 Axel 0.57 Axel 0.34
160-360 Salchow 0.98 Axel 0.62 Axel 0.54
170-370 Salchow 0.96 Axel 0.78 Axel 0.92
180-380 Salchow 0.96 Axel 0.82 Axel 0.94
190-390 Salchow 0.95 Axel 0.94 Axel 0.97
200-400 Salchow 0.97 Axel 0.96 Axel 0.98
210-410 Salchow 0.98 Axel 0.94 Axel 0.97
220-420 Salchow 0.99 Axel 0.88 Axel 0.95
230-430 Salchow 0.99 Axel 0.85 Axel 0.95
240-440 Salchow 0.99 Axel 0.81 Axel 0.95
250-450 Salchow 0.99 Axel 0.77 Axel 0.95
260-460 Salchow 0.99 Axel 0.75 Axel 0.94
270-470 Salchow 0.99 Axel 0.73 Axel 0.94
280-480 Salchow 0.99 Axel 0.73 Axel 0.95
281-481 Salchow 0.99 Axel 0.73 Axel 0.95
Comb_4.npy (548 frames, 36 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-200 Axel 1.00 Axel 0.92 Axel 1.00
10-210 Axel 0.98 Axel 0.93 Axel 1.00
20-220 Axel 0.86 Axel 0.93 Axel 1.00
30-230 Axel 0.57 Axel 0.91 Axel 0.99
40-240 Toeloop 0.81 Axel 0.90 Axel 0.98
50-250 Toeloop 0.90 Axel 0.88 Axel 0.95
60-260 Toeloop 0.84 Axel 0.89 Axel 0.96
70-270 Toeloop 0.77 Axel 0.88 Axel 0.93
80-280 Axel 0.52 Axel 0.85 Axel 0.91
90-290 Axel 0.79 Axel 0.80 Axel 0.94
100-300 Axel 0.86 Axel 0.79 Axel 0.91
110-310 Axel 0.94 Axel 0.74 Axel 0.95
120-320 Axel 0.96 Axel 0.67 Axel 0.97
130-330 Axel 0.97 Axel 0.63 Axel 0.98
140-340 Axel 0.94 Axel 0.78 Axel 0.99
150-350 Axel 0.83 Axel 0.91 Axel 0.98
160-360 Salchow 0.55 Axel 0.84 Axel 0.97
170-370 Salchow 0.80 Axel 0.73 Axel 0.94
180-380 Salchow 0.91 Axel 0.80 Axel 0.81
190-390 Salchow 0.93 Axel 0.85 Axel 0.62
200-400 Salchow 0.95 Axel 0.86 Toeloop 0.59
210-410 Salchow 0.96 Axel 0.82 Axel 0.73
220-420 Salchow 0.91 Axel 0.87 Axel 0.94
230-430 Salchow 0.90 Axel 0.89 Axel 0.98
240-440 Salchow 0.90 Axel 0.92 Axel 0.99
250-450 Salchow 0.92 Axel 0.95 Axel 0.99
260-460 Salchow 0.96 Axel 0.94 Axel 0.98
270-470 Salchow 0.97 Axel 0.92 Axel 0.96
280-480 Salchow 0.97 Axel 0.91 Axel 0.96
290-490 Salchow 0.98 Axel 0.91 Axel 0.97
300-500 Salchow 0.98 Axel 0.90 Axel 0.98
310-510 Salchow 0.98 Axel 0.90 Axel 0.97
320-520 Salchow 0.99 Axel 0.90 Axel 0.97
330-530 Salchow 0.99 Axel 0.88 Axel 0.97
340-540 Salchow 0.98 Axel 0.88 Axel 0.98
348-548 Salchow 0.98 Axel 0.88 Axel 0.98
Comb_1.npy (535 frames, 35 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-200 Loop 1.00 Loop 0.93 Loop 1.00
10-210 Loop 1.00 Loop 0.92 Loop 1.00
20-220 Loop 1.00 Loop 0.93 Loop 1.00
30-230 Loop 1.00 Loop 0.93 Loop 1.00
40-240 Loop 1.00 Loop 0.92 Loop 1.00
50-250 Loop 1.00 Loop 0.90 Loop 1.00
60-260 Loop 0.99 Loop 0.89 Loop 1.00
70-270 Loop 0.99 Loop 0.85 Loop 1.00
80-280 Loop 0.97 Loop 0.50 Loop 0.99
90-290 Loop 0.80 Salchow 0.60 Loop 0.98
100-300 Salchow 0.75 Salchow 0.63 Loop 0.97
110-310 Salchow 0.93 Salchow 0.57 Loop 0.94
120-320 Salchow 0.97 Salchow 0.53 Loop 0.72
130-330 Salchow 0.97 Salchow 0.52 Loop 0.59
140-340 Salchow 0.96 Flip 0.48 Loop 0.50
150-350 Salchow 0.98 Flip 0.51 Loop 0.43
160-360 Salchow 0.99 Flip 0.55 Salchow 0.48
170-370 Salchow 0.98 Flip 0.53 Loop 0.48
180-380 Salchow 0.97 Flip 0.55 Salchow 0.53
190-390 Salchow 0.96 Flip 0.57 Loop 0.46
200-400 Salchow 0.96 Flip 0.55 Salchow 0.79
210-410 Salchow 0.98 Flip 0.47 Salchow 0.73
220-420 Salchow 0.98 Flip 0.44 Axel 0.65
230-430 Salchow 0.97 Flip 0.43 Axel 0.71
240-440 Salchow 0.91 Flip 0.37 Axel 0.98
250-450 Salchow 0.94 Flip 0.36 Axel 0.98
260-460 Salchow 0.96 Flip 0.31 Axel 0.98
270-470 Salchow 0.98 Toeloop 0.32 Axel 0.96
280-480 Salchow 0.98 Flip 0.36 Axel 0.82
290-490 Salchow 0.97 Flip 0.37 Axel 0.69
300-500 Salchow 0.96 Flip 0.36 Axel 0.68
310-510 Salchow 0.96 Axel 0.44 Axel 0.77
320-520 Salchow 0.96 Axel 0.49 Axel 0.68
330-530 Salchow 0.96 Salchow 0.30 Loop 0.64
335-535 Salchow 0.96 Salchow 0.36 Loop 0.79
Comb_2.npy (496 frames, 31 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-200 Loop 0.99 Loop 0.82 Loop 0.99
10-210 Loop 0.97 Loop 0.70 Loop 0.99
20-220 Loop 0.71 Salchow 0.49 Loop 0.96
30-230 Salchow 0.86 Salchow 0.62 Loop 0.87
40-240 Salchow 0.98 Salchow 0.62 Loop 0.61
50-250 Salchow 0.99 Salchow 0.57 Flip 0.42
60-260 Salchow 0.99 Salchow 0.60 Salchow 0.67
70-270 Salchow 1.00 Salchow 0.57 Salchow 0.96
80-280 Salchow 1.00 Salchow 0.55 Salchow 0.98
90-290 Salchow 1.00 Salchow 0.47 Salchow 0.98
100-300 Salchow 1.00 Axel 0.51 Salchow 0.96
110-310 Salchow 0.99 Axel 0.71 Salchow 0.92
120-320 Salchow 0.98 Axel 0.85 Salchow 0.66
130-330 Salchow 0.97 Axel 0.88 Axel 0.60
140-340 Salchow 0.95 Axel 0.92 Axel 0.95
150-350 Salchow 0.92 Axel 0.92 Axel 0.99
160-360 Salchow 0.93 Axel 0.89 Axel 0.98
170-370 Salchow 0.92 Axel 0.87 Axel 0.98
180-380 Salchow 0.90 Axel 0.90 Axel 0.98
190-390 Salchow 0.90 Axel 0.90 Axel 0.97
200-400 Salchow 0.90 Axel 0.92 Axel 0.94
210-410 Salchow 0.88 Axel 0.89 Axel 0.62
220-420 Salchow 0.83 Axel 0.90 Axel 0.51
230-430 Salchow 0.84 Axel 0.92 Axel 0.57
240-440 Salchow 0.87 Axel 0.92 Axel 0.65
250-450 Salchow 0.82 Axel 0.93 Axel 0.82
260-460 Salchow 0.71 Axel 0.92 Axel 0.82
270-470 Salchow 0.54 Axel 0.88 Axel 0.69
280-480 Loop 0.55 Axel 0.60 Loop 0.50
290-490 Loop 0.56 Salchow 0.52 Loop 0.76
296-496 Loop 0.53 Salchow 0.56 Loop 0.83
Comb_3.npy (414 frames, 23 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-200 Loop 1.00 Loop 0.92 Loop 1.00
10-210 Loop 1.00 Loop 0.92 Loop 1.00
20-220 Loop 1.00 Loop 0.93 Loop 1.00
30-230 Loop 1.00 Loop 0.93 Loop 1.00
40-240 Loop 1.00 Loop 0.93 Loop 1.00
50-250 Loop 1.00 Loop 0.93 Loop 1.00
60-260 Loop 1.00 Loop 0.92 Loop 1.00
70-270 Loop 1.00 Loop 0.79 Loop 1.00
80-280 Loop 1.00 Loop 0.68 Loop 1.00
90-290 Loop 1.00 Loop 0.61 Loop 1.00
100-300 Loop 0.99 Loop 0.50 Loop 1.00
110-310 Loop 0.99 Loop 0.39 Loop 1.00
120-320 Loop 0.96 Salchow 0.37 Loop 0.99
130-330 Loop 0.81 Salchow 0.41 Loop 0.97
140-340 Salchow 0.69 Flip 0.43 Loop 0.55
150-350 Salchow 0.95 Axel 0.48 Axel 0.94
160-360 Salchow 0.97 Axel 0.64 Axel 0.85
170-370 Salchow 0.97 Axel 0.76 Axel 0.83
180-380 Salchow 0.96 Axel 0.75 Axel 0.51
190-390 Salchow 0.94 Axel 0.78 Axel 0.56
200-400 Salchow 0.89 Axel 0.75 Toeloop 0.71
210-410 Salchow 0.86 Axel 0.68 Toeloop 0.90
214-414 Salchow 0.82 Axel 0.68 Toeloop 0.93
--- Window config: 280/20 (baseline) ---
Comb_1.npy (489 frames, 12 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-280 Loop 0.41 Axel 0.71 Axel 0.96
20-300 Loop 0.53 Axel 0.36 Axel 0.81
40-320 Salchow 0.64 Flip 0.34 Loop 0.49
60-340 Salchow 0.69 Flip 0.33 Loop 0.79
80-360 Salchow 0.59 Flip 0.30 Axel 0.57
100-380 Salchow 0.67 Salchow 0.31 Axel 0.90
120-400 Salchow 0.76 Salchow 0.36 Axel 0.90
140-420 Salchow 0.59 Salchow 0.63 Axel 0.51
160-440 Salchow 0.61 Salchow 0.62 Loop 0.52
180-460 Salchow 0.67 Salchow 0.60 Axel 0.55
200-480 Salchow 0.77 Salchow 0.51 Loop 0.63
209-489 Salchow 0.77 Salchow 0.38 Loop 0.75
Comb_2.npy (422 frames, 9 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-280 Salchow 0.58 Axel 0.69 Axel 0.97
20-300 Salchow 0.95 Flip 0.32 Axel 0.93
40-320 Salchow 0.98 Flip 0.35 Axel 0.59
60-340 Salchow 0.98 Flip 0.33 Axel 0.53
80-360 Salchow 0.97 Flip 0.31 Axel 0.88
100-380 Salchow 0.98 Salchow 0.31 Axel 0.93
120-400 Salchow 0.97 Salchow 0.47 Axel 0.82
140-420 Salchow 0.94 Salchow 0.61 Loop 0.76
142-422 Salchow 0.94 Salchow 0.61 Loop 0.80
Comb_3.npy (449 frames, 10 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-280 Axel 0.86 Axel 0.87 Axel 0.97
20-300 Axel 0.42 Axel 0.79 Axel 0.98
40-320 Salchow 0.84 Flip 0.39 Axel 0.90
60-340 Salchow 0.93 Flip 0.42 Loop 0.65
80-360 Salchow 0.92 Flip 0.41 Axel 0.45
100-380 Salchow 0.92 Flip 0.41 Axel 0.90
120-400 Salchow 0.91 Salchow 0.41 Axel 0.95
140-420 Salchow 0.85 Salchow 0.54 Axel 0.89
160-440 Salchow 0.74 Salchow 0.64 Loop 0.50
169-449 Salchow 0.74 Salchow 0.63 Axel 0.51
Comb_1.npy (588 frames, 17 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-280 Axel 0.60 Axel 0.87 Axel 0.79
20-300 Axel 0.66 Axel 0.80 Axel 0.77
40-320 Axel 0.87 Axel 0.84 Axel 0.80
60-340 Axel 0.98 Axel 0.91 Axel 0.97
80-360 Axel 0.97 Axel 0.74 Axel 0.99
100-380 Axel 0.94 Flip 0.34 Axel 0.99
120-400 Axel 0.63 Flip 0.35 Axel 0.99
140-420 Salchow 0.92 Flip 0.45 Axel 0.97
160-440 Salchow 0.96 Flip 0.49 Axel 0.54
180-460 Salchow 0.91 Flip 0.45 Loop 0.71
200-480 Salchow 0.89 Flip 0.41 Loop 0.69
220-500 Salchow 0.85 Flip 0.41 Loop 0.59
240-520 Salchow 0.89 Flip 0.40 Axel 0.49
260-540 Salchow 0.92 Flip 0.41 Loop 0.41
280-560 Salchow 0.88 Salchow 0.50 Loop 0.62
300-580 Salchow 0.87 Salchow 0.48 Loop 0.59
308-588 Salchow 0.88 Salchow 0.49 Loop 0.69
Comb_2.npy (548 frames, 15 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-280 Axel 1.00 Axel 0.96 Axel 0.99
20-300 Axel 1.00 Axel 0.96 Axel 1.00
40-320 Axel 0.99 Axel 0.92 Axel 0.99
60-340 Axel 0.92 Axel 0.80 Axel 0.92
80-360 Axel 0.68 Axel 0.73 Toeloop 0.53
100-380 Toeloop 0.51 Axel 0.69 Toeloop 0.90
120-400 Toeloop 0.51 Axel 0.65 Toeloop 0.97
140-420 Toeloop 0.50 Axel 0.58 Toeloop 0.98
160-440 Toeloop 0.43 Axel 0.46 Toeloop 0.97
180-460 Flip 0.42 Axel 0.41 Toeloop 0.95
200-480 Flip 0.73 Axel 0.46 Toeloop 0.80
220-500 Flip 0.88 Axel 0.39 Toeloop 0.71
240-520 Flip 0.92 Toeloop 0.32 Axel 0.49
260-540 Flip 0.96 Toeloop 0.32 Axel 0.71
268-548 Flip 0.97 Toeloop 0.30 Axel 0.79
Comb_3.npy (531 frames, 14 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-280 Axel 0.99 Axel 0.95 Axel 0.99
20-300 Axel 0.99 Axel 0.94 Axel 0.98
40-320 Axel 0.98 Axel 0.59 Axel 0.98
60-340 Toeloop 0.74 Toeloop 0.43 Axel 0.97
80-360 Toeloop 0.95 Toeloop 0.57 Axel 0.85
100-380 Toeloop 0.96 Toeloop 0.56 Axel 0.51
120-400 Toeloop 0.85 Toeloop 0.56 Toeloop 0.75
140-420 Toeloop 0.56 Toeloop 0.67 Toeloop 0.47
160-440 Salchow 0.84 Toeloop 0.70 Axel 0.53
180-460 Salchow 0.91 Toeloop 0.64 Axel 0.70
200-480 Salchow 0.95 Flip 0.41 Axel 0.60
220-500 Salchow 0.96 Flip 0.32 Loop 0.51
240-520 Salchow 0.97 Flip 0.28 Loop 0.43
251-531 Salchow 0.98 Flip 0.28 Axel 0.43
Comb_1.npy (299 frames, 2 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-280 Loop 0.46 Axel 0.87 Axel 0.86
19-299 Loop 0.72 Axel 0.81 Axel 0.74
Comb_2.npy (185 frames, 1 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-185 Toeloop 0.57 Axel 0.71 Axel 0.99
Comb_3.npy (481 frames, 12 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-280 Axel 0.90 Axel 0.75 Axel 0.98
20-300 Axel 0.67 Axel 0.74 Axel 0.98
40-320 Salchow 0.55 Axel 0.81 Axel 0.98
60-340 Salchow 0.61 Axel 0.88 Axel 0.99
80-360 Axel 0.53 Axel 0.92 Axel 0.99
100-380 Salchow 0.64 Axel 0.95 Axel 1.00
120-400 Salchow 0.90 Axel 0.94 Axel 0.99
140-420 Salchow 0.97 Axel 0.91 Axel 0.99
160-440 Salchow 0.98 Axel 0.69 Axel 0.98
180-460 Salchow 0.98 Axel 0.57 Axel 0.95
200-480 Salchow 0.98 Axel 0.76 Axel 0.93
201-481 Salchow 0.98 Axel 0.75 Axel 0.93
Comb_4.npy (548 frames, 15 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-280 Axel 0.99 Axel 0.93 Axel 1.00
20-300 Axel 0.97 Axel 0.91 Axel 0.99
40-320 Axel 0.86 Axel 0.81 Axel 0.98
60-340 Axel 0.64 Axel 0.76 Axel 0.96
80-360 Axel 0.57 Axel 0.74 Axel 0.88
100-380 Axel 0.54 Axel 0.85 Axel 0.86
120-400 Axel 0.67 Axel 0.89 Axel 0.94
140-420 Axel 0.80 Axel 0.92 Axel 0.98
160-440 Axel 0.51 Axel 0.94 Axel 1.00
180-460 Salchow 0.82 Axel 0.93 Axel 0.99
200-480 Salchow 0.96 Axel 0.91 Axel 0.99
220-500 Salchow 0.97 Axel 0.83 Axel 0.98
240-520 Salchow 0.96 Axel 0.79 Axel 0.96
260-540 Salchow 0.98 Axel 0.76 Axel 0.86
268-548 Salchow 0.98 Axel 0.58 Axel 0.75
Comb_1.npy (535 frames, 14 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-280 Loop 1.00 Loop 0.93 Loop 1.00
20-300 Loop 0.99 Loop 0.90 Loop 1.00
40-320 Loop 0.99 Loop 0.80 Loop 1.00
60-340 Loop 0.99 Loop 0.60 Loop 1.00
80-360 Loop 0.89 Salchow 0.46 Loop 1.00
100-380 Salchow 0.50 Salchow 0.60 Loop 0.99
120-400 Salchow 0.94 Flip 0.51 Loop 0.82
140-420 Salchow 0.99 Flip 0.58 Salchow 0.85
160-440 Salchow 0.99 Flip 0.53 Salchow 0.58
180-460 Salchow 0.99 Flip 0.54 Salchow 0.60
200-480 Salchow 0.99 Flip 0.52 Salchow 0.46
220-500 Salchow 0.98 Flip 0.51 Axel 0.78
240-520 Salchow 0.93 Flip 0.48 Loop 0.56
255-535 Salchow 0.92 Flip 0.46 Loop 0.67
Comb_2.npy (496 frames, 12 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-280 Loop 0.84 Salchow 0.53 Loop 1.00
20-300 Salchow 0.89 Salchow 0.41 Loop 0.90
40-320 Salchow 0.98 Flip 0.41 Axel 0.72
60-340 Salchow 0.98 Axel 0.43 Axel 0.81
80-360 Salchow 0.99 Axel 0.52 Axel 0.92
100-380 Salchow 0.99 Axel 0.53 Axel 0.74
120-400 Salchow 0.97 Axel 0.58 Axel 0.70
140-420 Salchow 0.95 Axel 0.74 Salchow 0.47
160-440 Salchow 0.94 Axel 0.59 Axel 0.35
180-460 Salchow 0.86 Axel 0.65 Axel 0.41
200-480 Salchow 0.88 Axel 0.66 Salchow 0.37
216-496 Salchow 0.87 Axel 0.50 Salchow 0.47
Comb_3.npy (414 frames, 8 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-280 Loop 1.00 Loop 0.93 Loop 1.00
20-300 Loop 1.00 Loop 0.92 Loop 1.00
40-320 Loop 1.00 Loop 0.91 Loop 1.00
60-340 Loop 1.00 Loop 0.72 Loop 1.00
80-360 Loop 0.99 Loop 0.35 Loop 1.00
100-380 Loop 0.98 Toeloop 0.31 Loop 0.99
120-400 Loop 0.79 Toeloop 0.31 Loop 0.80
134-414 Salchow 0.57 Toeloop 0.34 Toeloop 0.44
--- Window config: 400/30 (long, coarse) ---
Comb_1.npy (489 frames, 4 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-400 Salchow 0.65 Axel 0.50 Axel 0.94
30-430 Salchow 0.81 Salchow 0.39 Axel 0.75
60-460 Salchow 0.82 Salchow 0.47 Loop 0.67
89-489 Salchow 0.78 Salchow 0.48 Loop 0.49
Comb_2.npy (422 frames, 2 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-400 Salchow 0.89 Axel 0.47 Axel 0.95
22-422 Salchow 0.96 Flip 0.40 Axel 0.79
Comb_3.npy (449 frames, 3 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-400 Salchow 0.54 Axel 0.78 Axel 0.99
30-430 Salchow 0.85 Flip 0.35 Axel 0.96
49-449 Salchow 0.88 Salchow 0.46 Axel 0.84
Comb_1.npy (588 frames, 8 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-400 Salchow 0.38 Flip 0.34 Axel 0.83
30-430 Axel 0.40 Flip 0.40 Axel 0.66
60-460 Axel 0.49 Flip 0.44 Axel 0.79
90-490 Axel 0.49 Flip 0.39 Axel 0.94
120-520 Salchow 0.79 Flip 0.44 Axel 0.89
150-550 Salchow 0.93 Flip 0.51 Axel 0.71
180-580 Salchow 0.93 Salchow 0.43 Loop 0.65
188-588 Salchow 0.94 Salchow 0.44 Loop 0.71
Comb_2.npy (548 frames, 6 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-400 Axel 1.00 Axel 0.95 Axel 0.99
30-430 Axel 0.99 Axel 0.93 Axel 0.97
60-460 Axel 0.85 Axel 0.71 Axel 0.74
90-490 Flip 0.53 Axel 0.49 Toeloop 0.59
120-520 Flip 0.84 Axel 0.41 Toeloop 0.81
148-548 Flip 0.82 Toeloop 0.39 Toeloop 0.49
Comb_3.npy (531 frames, 6 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-400 Axel 0.99 Axel 0.84 Axel 0.99
30-430 Axel 0.93 Axel 0.55 Axel 0.98
60-460 Salchow 0.84 Axel 0.30 Axel 0.91
90-490 Salchow 0.97 Toeloop 0.32 Axel 0.73
120-520 Salchow 0.98 Flip 0.30 Loop 0.67
131-531 Salchow 0.98 Flip 0.31 Loop 0.69
Comb_1.npy (299 frames, 1 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-299 Loop 0.67 Axel 0.83 Axel 0.65
Comb_2.npy (185 frames, 1 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-185 Toeloop 0.57 Axel 0.71 Axel 0.99
Comb_3.npy (481 frames, 4 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-400 Axel 0.64 Axel 0.94 Axel 0.99
30-430 Salchow 0.80 Axel 0.91 Axel 1.00
60-460 Salchow 0.87 Axel 0.92 Axel 0.99
81-481 Salchow 0.92 Axel 0.93 Axel 0.99
Comb_4.npy (548 frames, 6 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-400 Axel 0.96 Axel 0.94 Axel 1.00
30-430 Axel 0.94 Axel 0.94 Axel 1.00
60-460 Axel 0.72 Axel 0.93 Axel 0.99
90-490 Salchow 0.78 Axel 0.89 Axel 0.99
120-520 Salchow 0.80 Axel 0.88 Axel 0.99
148-548 Salchow 0.91 Axel 0.93 Axel 0.99
Comb_1.npy (535 frames, 6 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-400 Loop 0.99 Loop 0.91 Loop 1.00
30-430 Loop 0.95 Loop 0.52 Loop 0.99
60-460 Loop 0.83 Salchow 0.38 Loop 0.99
90-490 Salchow 0.87 Salchow 0.44 Loop 0.98
120-520 Salchow 0.98 Flip 0.47 Loop 0.88
135-535 Salchow 0.97 Salchow 0.49 Loop 0.92
Comb_2.npy (496 frames, 5 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-400 Loop 0.70 Salchow 0.49 Loop 0.98
30-430 Salchow 0.88 Salchow 0.52 Loop 0.85
60-460 Salchow 0.97 Salchow 0.54 Loop 0.41
90-490 Salchow 0.97 Salchow 0.50 Salchow 0.56
96-496 Salchow 0.97 Salchow 0.48 Salchow 0.48
Comb_3.npy (414 frames, 2 window(s))
 window BiLSTM conf CTM conf xLSTM conf
0-400 Loop 1.00 Loop 0.59 Loop 1.00
14-414 Loop 1.00 Loop 0.40 Loop 1.00
========================================================================
PHASE 4: per-frame scoring on held-out Comb clips
========================================================================
Comb_1.npy (489 frames)
 BiLSTM: Axel(0-13, conf=0.94) -> Toeloop(13-14, conf=0.61) -> Flip(14-17, conf=0.55) -> Salchow(17-26, conf=0.83) -> Toeloop(26-39, conf=0.91) -> Salchow(39-41, conf=0.91) -> Loop(41-58, conf=0.88) -> Salchow(58-64, conf=0.77) -> Loop(64-71, conf=0.78) -> Salchow(71-78, conf=0.60) -> Flip(78-99, conf=0.71) -> Salchow(99-124, conf=0.81) -> Loop(124-125, conf=0.51) -> Salchow(125-128, conf=0.67)
 CTM: Axel(0-15, conf=0.65) -> Toeloop(15-46, conf=0.40) -> Salchow(46-84, conf=0.39) -> Loop(84-88, conf=0.38) -> Salchow(88-128, conf=0.43)
 xLSTM: Axel(0-17, conf=0.95) -> Loop(17-18, conf=0.38) -> Salchow(18-19, conf=0.44) -> Loop(19-21, conf=0.72) -> Flip(21-22, conf=0.89) -> Loop(22-23, conf=0.60) -> Lutz(23-24, conf=0.86) -> Loop(24-25, conf=0.67) -> Flip(25-26, conf=0.93) -> Lutz(26-29, conf=0.77) -> Toeloop(29-38, conf=0.92) -> Axel(38-39, conf=0.57) -> Flip(39-40, conf=0.49) -> Toeloop(40-41, conf=0.79) -> Lutz(41-44, conf=0.69) -> Flip(44-45, conf=0.78) -> Loop(45-49, conf=0.93) -> Axel(49-57, conf=0.95) -> Toeloop(57-60, conf=0.54) -> Salchow(60-64, conf=0.73) -> Loop(64-76, conf=0.91) -> Axel(76-102, conf=0.92) -> Loop(102-128, conf=0.78)
Comb_2.npy (422 frames)
 BiLSTM: Axel(0-12, conf=0.96) -> Toeloop(12-15, conf=0.61) -> Flip(15-19, conf=0.64) -> Salchow(19-29, conf=0.81) -> Toeloop(29-44, conf=0.95) -> Salchow(44-54, conf=0.80) -> Loop(54-59, conf=0.73) -> Axel(59-60, conf=0.43) -> Salchow(60-72, conf=0.86) -> Loop(72-78, conf=0.75) -> Salchow(78-89, conf=0.89) -> Flip(89-111, conf=0.87) -> Salchow(111-128, conf=0.88)
 CTM: Axel(0-20, conf=0.59) -> Toeloop(20-53, conf=0.40) -> Salchow(53-87, conf=0.39) -> Loop(87-128, conf=0.47)
 xLSTM: Axel(0-19, conf=0.96) -> Loop(19-23, conf=0.68) -> Flip(23-25, conf=0.81) -> Loop(25-26, conf=0.73) -> Lutz(26-28, conf=0.71) -> Flip(28-29, conf=0.50) -> Lutz(29-33, conf=0.73) -> Toeloop(33-43, conf=0.92) -> Axel(43-44, conf=0.63) -> Toeloop(44-45, conf=0.54) -> Axel(45-46, conf=0.27) -> Lutz(46-48, conf=0.76) -> Loop(48-49, conf=0.70) -> Flip(49-50, conf=0.85) -> Lutz(50-52, conf=0.61) -> Loop(52-57, conf=0.72) -> Axel(57-64, conf=0.92) -> Toeloop(64-65, conf=0.46) -> Salchow(65-70, conf=0.69) -> Loop(70-80, conf=0.79) -> Salchow(80-84, conf=0.66) -> Loop(84-85, conf=0.56) -> Axel(85-111, conf=0.90) -> Loop(111-128, conf=0.85)
Comb_3.npy (449 frames)
 BiLSTM: Axel(0-17, conf=0.95) -> Toeloop(17-20, conf=0.57) -> Flip(20-22, conf=0.63) -> Salchow(22-35, conf=0.89) -> Toeloop(35-46, conf=0.94) -> Axel(46-47, conf=0.37) -> Salchow(47-48, conf=0.43) -> Loop(48-54, conf=0.73) -> Salchow(54-64, conf=0.93) -> Loop(64-76, conf=0.97) -> Salchow(76-113, conf=0.75) -> Loop(113-125, conf=0.72) -> Salchow(125-128, conf=0.82)
 CTM: Axel(0-48, conf=0.64) -> Salchow(48-128, conf=0.49)
 xLSTM: Axel(0-23, conf=0.97) -> Salchow(23-24, conf=0.75) -> Loop(24-25, conf=0.65) -> Axel(25-26, conf=0.35) -> Loop(26-27, conf=0.82) -> Flip(27-30, conf=0.81) -> Loop(30-31, conf=0.87) -> Flip(31-33, conf=0.55) -> Lutz(33-34, conf=0.89) -> Axel(34-35, conf=0.45) -> Toeloop(35-47, conf=0.90) -> Axel(47-48, conf=0.79) -> Lutz(48-49, conf=0.44) -> Axel(49-55, conf=0.86) -> Flip(55-64, conf=0.61) -> Loop(64-79, conf=0.97) -> Axel(79-85, conf=0.94) -> Salchow(85-99, conf=0.80) -> Axel(99-116, conf=0.94) -> Loop(116-128, conf=0.83)
Comb_1.npy (588 frames)
 BiLSTM: Salchow(0-2, conf=0.54) -> Loop(2-18, conf=0.91) -> Axel(18-43, conf=0.97) -> Flip(43-44, conf=0.45) -> Salchow(44-51, conf=0.74) -> Loop(51-56, conf=0.87) -> Salchow(56-63, conf=0.79) -> Loop(63-69, conf=0.63) -> Salchow(69-84, conf=0.87) -> Loop(84-101, conf=0.84) -> Salchow(101-103, conf=0.47) -> Axel(103-107, conf=0.83) -> Flip(107-115, conf=0.75) -> Salchow(115-119, conf=0.51) -> Flip(119-125, conf=0.70) -> Salchow(125-128, conf=0.84)
 CTM: Loop(0-14, conf=0.62) -> Axel(14-59, conf=0.65) -> Salchow(59-64, conf=0.31) -> Flip(64-87, conf=0.38) -> Salchow(87-128, conf=0.47)
 xLSTM: Axel(0-3, conf=0.54) -> Loop(3-19, conf=0.87) -> Axel(19-44, conf=0.96) -> Loop(44-48, conf=0.73) -> Lutz(48-49, conf=0.46) -> Flip(49-51, conf=0.52) -> Loop(51-54, conf=0.90) -> Axel(54-57, conf=0.72) -> Toeloop(57-60, conf=0.79) -> Axel(60-62, conf=0.67) -> Loop(62-63, conf=0.65) -> Flip(63-64, conf=0.67) -> Loop(64-65, conf=0.93) -> Lutz(65-66, conf=0.57) -> Loop(66-71, conf=0.81) -> Axel(71-73, conf=0.92) -> Salchow(73-75, conf=0.69) -> Flip(75-80, conf=0.92) -> Lutz(80-82, conf=0.80) -> Axel(82-88, conf=0.89) -> Loop(88-92, conf=0.76) -> Flip(92-97, conf=0.62) -> Loop(97-103, conf=0.71) -> Axel(103-115, conf=0.84) -> Flip(115-117, conf=0.36) -> Loop(117-123, conf=0.66) -> Axel(123-124, conf=0.68) -> Loop(124-128, conf=0.62)
Comb_2.npy (548 frames)
 BiLSTM: Axel(0-30, conf=0.98) -> Flip(30-33, conf=0.56) -> Loop(33-38, conf=0.77) -> Salchow(38-39, conf=0.59) -> Loop(39-40, conf=0.60) -> Salchow(40-44, conf=0.81) -> Toeloop(44-51, conf=0.74) -> Loop(51-56, conf=0.69) -> Axel(56-61, conf=0.74) -> Toeloop(61-71, conf=0.81) -> Axel(71-76, conf=0.61) -> Flip(76-80, conf=0.48) -> Lutz(80-90, conf=0.68) -> Flip(90-97, conf=0.75) -> Salchow(97-128, conf=0.96)
 CTM: Axel(0-39, conf=0.82) -> Toeloop(39-62, conf=0.45) -> Axel(62-88, conf=0.42) -> Lutz(88-128, conf=0.48)
 xLSTM: Axel(0-30, conf=0.98) -> Loop(30-37, conf=0.80) -> Flip(37-38, conf=0.63) -> Loop(38-43, conf=0.89) -> Toeloop(43-49, conf=0.97) -> Axel(49-52, conf=0.68) -> Lutz(52-53, conf=0.36) -> Loop(53-55, conf=0.84) -> Lutz(55-57, conf=0.68) -> Loop(57-59, conf=0.59) -> Toeloop(59-83, conf=0.86) -> Axel(83-84, conf=0.49) -> Toeloop(84-86, conf=0.47) -> Lutz(86-89, conf=0.42) -> Toeloop(89-98, conf=0.68) -> Flip(98-107, conf=0.77) -> Axel(107-117, conf=0.68) -> Flip(117-122, conf=0.75) -> Axel(122-128, conf=0.81)
Comb_3.npy (531 frames)
 BiLSTM: Axel(0-29, conf=0.99) -> Flip(29-32, conf=0.71) -> Salchow(32-45, conf=0.88) -> Toeloop(45-50, conf=0.87) -> Loop(50-62, conf=0.77) -> Salchow(62-69, conf=0.88) -> Toeloop(69-83, conf=0.98) -> Axel(83-87, conf=0.83) -> Salchow(87-91, conf=0.43) -> Loop(91-102, conf=0.67) -> Salchow(102-128, conf=0.96)
 CTM: Axel(0-46, conf=0.79) -> Toeloop(46-92, conf=0.52) -> Loop(92-128, conf=0.52)
 xLSTM: Axel(0-31, conf=0.98) -> Loop(31-35, conf=0.75) -> Lutz(35-36, conf=0.75) -> Loop(36-37, conf=0.93) -> Flip(37-38, conf=0.87) -> Loop(38-42, conf=0.86) -> Toeloop(42-49, conf=0.96) -> Axel(49-52, conf=0.74) -> Flip(52-53, conf=0.79) -> Loop(53-54, conf=0.82) -> Lutz(54-55, conf=0.82) -> Axel(55-56, conf=0.49) -> Loop(56-71, conf=0.80) -> Lutz(71-72, conf=0.42) -> Toeloop(72-86, conf=0.93) -> Axel(86-91, conf=0.87) -> Loop(91-107, conf=0.79) -> Salchow(107-111, conf=0.55) -> Axel(111-115, conf=0.74) -> Loop(115-121, conf=0.58) -> Flip(121-123, conf=0.54) -> Axel(123-124, conf=0.59) -> Salchow(124-128, conf=0.42)
Comb_1.npy (299 frames)
 BiLSTM: Flip(0-5, conf=0.56) -> Salchow(5-9, conf=0.84) -> Toeloop(9-11, conf=0.69) -> Flip(11-15, conf=0.78) -> Loop(15-21, conf=0.94) -> Axel(21-48, conf=0.97) -> Toeloop(48-59, conf=0.91) -> Salchow(59-61, conf=0.57) -> Toeloop(61-65, conf=0.69) -> Loop(65-76, conf=0.91) -> Salchow(76-77, conf=0.45) -> Axel(77-85, conf=0.88) -> Salchow(85-98, conf=0.74) -> Loop(98-128, conf=0.96)
 CTM: Axel(0-99, conf=0.75) -> Salchow(99-128, conf=0.47)
 xLSTM: Flip(0-1, conf=0.81) -> Axel(1-2, conf=0.75) -> Flip(2-8, conf=0.85) -> Salchow(8-9, conf=0.39) -> Axel(9-10, conf=0.35) -> Toeloop(10-11, conf=0.90) -> Lutz(11-12, conf=0.54) -> Flip(12-15, conf=0.93) -> Loop(15-22, conf=0.84) -> Axel(22-52, conf=0.94) -> Toeloop(52-54, conf=0.63) -> Axel(54-56, conf=0.59) -> Loop(56-57, conf=0.76) -> Salchow(57-58, conf=0.36) -> Flip(58-59, conf=0.40) -> Toeloop(59-61, conf=0.76) -> Axel(61-62, conf=0.53) -> Toeloop(62-63, conf=0.77) -> Axel(63-64, conf=0.87) -> Toeloop(64-65, conf=0.65) -> Axel(65-66, conf=0.87) -> Lutz(66-67, conf=0.51) -> Loop(67-74, conf=0.92) -> Salchow(74-75, conf=0.51) -> Loop(75-76, conf=0.58) -> Axel(76-89, conf=0.87) -> Toeloop(89-90, conf=0.43) -> Salchow(90-104, conf=0.77) -> Flip(104-116, conf=0.75) -> Loop(116-128, conf=0.88)
Comb_2.npy (185 frames)
 BiLSTM: Axel(0-1, conf=0.52) -> Toeloop(1-22, conf=0.94) -> Flip(22-27, conf=0.83) -> Toeloop(27-32, conf=0.79) -> Axel(32-33, conf=0.58) -> Toeloop(33-37, conf=0.77) -> Flip(37-40, conf=0.53) -> Loop(40-52, conf=0.89) -> Lutz(52-54, conf=0.49) -> Axel(54-56, conf=0.46) -> Toeloop(56-71, conf=0.74) -> Axel(71-104, conf=0.97) -> Toeloop(104-117, conf=0.93) -> Flip(117-119, conf=0.61) -> Salchow(119-124, conf=0.82) -> Toeloop(124-126, conf=0.62) -> Axel(126-128, conf=0.58)
 CTM: Toeloop(0-6, conf=0.42) -> Axel(6-128, conf=0.57)
 xLSTM: Axel(0-11, conf=0.93) -> Toeloop(11-17, conf=0.87) -> Axel(17-24, conf=0.69) -> Flip(24-28, conf=0.75) -> Toeloop(28-29, conf=0.47) -> Flip(29-30, conf=0.89) -> Axel(30-34, conf=0.69) -> Toeloop(34-35, conf=0.94) -> Lutz(35-36, conf=0.61) -> Flip(36-40, conf=0.71) -> Loop(40-44, conf=0.75) -> Lutz(44-52, conf=0.81) -> Loop(52-54, conf=0.62) -> Toeloop(54-70, conf=0.85) -> Axel(70-111, conf=0.96) -> Toeloop(111-115, conf=0.64) -> Axel(115-120, conf=0.83) -> Flip(120-121, conf=0.36) -> Salchow(121-122, conf=0.50) -> Toeloop(122-126, conf=0.88) -> Axel(126-128, conf=0.89)
Comb_3.npy (481 frames)
 BiLSTM: Toeloop(0-14, conf=0.89) -> Loop(14-20, conf=0.96) -> Axel(20-38, conf=0.90) -> Toeloop(38-43, conf=0.71) -> Salchow(43-51, conf=0.81) -> Loop(51-53, conf=0.68) -> Axel(53-60, conf=0.78) -> Salchow(60-62, conf=0.55) -> Loop(62-71, conf=0.79) -> Salchow(71-89, conf=0.95) -> Axel(89-99, conf=0.83) -> Salchow(99-100, conf=0.31) -> Flip(100-108, conf=0.76) -> Salchow(108-128, conf=0.91)
 CTM: Axel(0-121, conf=0.70) -> Salchow(121-128, conf=0.42)
 xLSTM: Axel(0-5, conf=0.91) -> Toeloop(5-8, conf=0.79) -> Axel(8-9, conf=0.51) -> Loop(9-12, conf=0.64) -> Toeloop(12-13, conf=0.50) -> Lutz(13-14, conf=0.69) -> Loop(14-15, conf=0.85) -> Lutz(15-16, conf=0.59) -> Loop(16-18, conf=0.91) -> Lutz(18-19, conf=0.82) -> Loop(19-21, conf=0.59) -> Toeloop(21-26, conf=0.80) -> Axel(26-45, conf=0.92) -> Toeloop(45-46, conf=0.57) -> Axel(46-47, conf=0.51) -> Toeloop(47-48, conf=0.66) -> Flip(48-49, conf=0.58) -> Lutz(49-50, conf=0.38) -> Loop(50-51, conf=0.66) -> Axel(51-58, conf=0.90) -> Toeloop(58-62, conf=0.82) -> Loop(62-66, conf=0.77) -> Flip(66-75, conf=0.87) -> Salchow(75-88, conf=0.78) -> Axel(88-113, conf=0.90) -> Loop(113-127, conf=0.84) -> Salchow(127-128, conf=0.47)
Comb_4.npy (548 frames)
 BiLSTM: Axel(0-16, conf=0.96) -> Toeloop(16-28, conf=0.95) -> Salchow(28-30, conf=0.38) -> Toeloop(30-37, conf=0.86) -> Axel(37-46, conf=0.93) -> Toeloop(46-54, conf=0.83) -> Salchow(54-57, conf=0.73) -> Axel(57-64, conf=0.85) -> Salchow(64-66, conf=0.78) -> Loop(66-74, conf=0.91) -> Salchow(74-88, conf=0.90) -> Axel(88-99, conf=0.85) -> Loop(99-100, conf=0.38) -> Salchow(100-102, conf=0.52) -> Flip(102-108, conf=0.66) -> Salchow(108-128, conf=0.91)
 CTM: Axel(0-117, conf=0.64) -> Salchow(117-128, conf=0.46)
 xLSTM: Axel(0-19, conf=0.94) -> Toeloop(19-20, conf=0.77) -> Axel(20-22, conf=0.60) -> Loop(22-23, conf=0.71) -> Axel(23-24, conf=0.85) -> Loop(24-25, conf=0.88) -> Toeloop(25-26, conf=0.51) -> Lutz(26-27, conf=0.71) -> Loop(27-28, conf=0.66) -> Lutz(28-29, conf=0.52) -> Loop(29-30, conf=0.96) -> Lutz(30-31, conf=0.72) -> Flip(31-32, conf=0.64) -> Lutz(32-33, conf=0.69) -> Toeloop(33-37, conf=0.83) -> Axel(37-52, conf=0.90) -> Toeloop(52-55, conf=0.71) -> Lutz(55-56, conf=0.50) -> Flip(56-57, conf=0.88) -> Axel(57-63, conf=0.94) -> Toeloop(63-66, conf=0.76) -> Loop(66-70, conf=0.79) -> Flip(70-77, conf=0.85) -> Salchow(77-84, conf=0.84) -> Toeloop(84-88, conf=0.52) -> Axel(88-103, conf=0.92) -> Loop(103-107, conf=0.59) -> Axel(107-112, conf=0.63) -> Loop(112-124, conf=0.78) -> Axel(124-125, conf=0.57) -> Loop(125-128, conf=0.57)
Comb_1.npy (535 frames)
 BiLSTM: Loop(0-40, conf=0.99) -> Salchow(40-43, conf=0.61) -> Flip(43-44, conf=0.33) -> Salchow(44-61, conf=0.95) -> Loop(61-63, conf=0.56) -> Axel(63-66, conf=0.83) -> Salchow(66-72, conf=0.88) -> Loop(72-77, conf=0.77) -> Axel(77-83, conf=0.81) -> Salchow(83-84, conf=0.45) -> Loop(84-89, conf=0.78) -> Salchow(89-96, conf=0.87) -> Toeloop(96-100, conf=0.76) -> Axel(100-103, conf=0.62) -> Salchow(103-117, conf=0.63) -> Loop(117-126, conf=0.70) -> Salchow(126-128, conf=0.67)
 CTM: Loop(0-42, conf=0.79) -> Salchow(42-59, conf=0.47) -> Flip(59-82, conf=0.43) -> Toeloop(82-94, conf=0.36) -> Axel(94-124, conf=0.49) -> Salchow(124-128, conf=0.46)
 xLSTM: Loop(0-31, conf=0.95) -> Flip(31-32, conf=0.48) -> Loop(32-33, conf=0.70) -> Lutz(33-34, conf=0.84) -> Loop(34-41, conf=0.84) -> Axel(41-43, conf=0.64) -> Toeloop(43-46, conf=0.78) -> Lutz(46-47, conf=0.52) -> Toeloop(47-48, conf=0.84) -> Salchow(48-53, conf=0.71) -> Toeloop(53-54, conf=0.68) -> Salchow(54-57, conf=0.76) -> Loop(57-58, conf=0.51) -> Lutz(58-59, conf=0.71) -> Loop(59-62, conf=0.80) -> Axel(62-67, conf=0.89) -> Salchow(67-72, conf=0.77) -> Loop(72-76, conf=0.82) -> Axel(76-83, conf=0.98) -> Loop(83-90, conf=0.84) -> Salchow(90-93, conf=0.61) -> Toeloop(93-100, conf=0.77) -> Axel(100-107, conf=0.94) -> Loop(107-128, conf=0.95)
Comb_2.npy (496 frames)
 BiLSTM: Loop(0-26, conf=0.93) -> Axel(26-27, conf=0.44) -> Salchow(27-28, conf=0.72) -> Flip(28-29, conf=0.58) -> Toeloop(29-33, conf=0.86) -> Salchow(33-49, conf=0.96) -> Axel(49-55, conf=0.81) -> Salchow(55-70, conf=0.94) -> Axel(70-85, conf=0.91) -> Loop(85-88, conf=0.57) -> Salchow(88-91, conf=0.57) -> Loop(91-104, conf=0.86) -> Salchow(104-114, conf=0.78) -> Loop(114-120, conf=0.67) -> Salchow(120-128, conf=0.87)
 CTM: Loop(0-21, conf=0.70) -> Salchow(21-54, conf=0.47) -> Axel(54-101, conf=0.64) -> Loop(101-128, conf=0.49)
 xLSTM: Salchow(0-1, conf=0.65) -> Lutz(1-2, conf=0.44) -> Loop(2-13, conf=0.95) -> Lutz(13-15, conf=0.71) -> Loop(15-16, conf=0.79) -> Flip(16-18, conf=0.84) -> Lutz(18-20, conf=0.94) -> Loop(20-24, conf=0.70) -> Lutz(24-25, conf=0.71) -> Loop(25-26, conf=0.63) -> Axel(26-27, conf=0.74) -> Loop(27-29, conf=0.54) -> Toeloop(29-36, conf=0.85) -> Loop(36-40, conf=0.73) -> Lutz(40-42, conf=0.76) -> Axel(42-43, conf=0.71) -> Toeloop(43-44, conf=0.60) -> Salchow(44-45, conf=0.66) -> Lutz(45-48, conf=0.59) -> Flip(48-49, conf=0.87) -> Loop(49-50, conf=0.88) -> Axel(50-55, conf=0.91) -> Flip(55-57, conf=0.59) -> Salchow(57-70, conf=0.80) -> Axel(70-89, conf=0.83) -> Loop(89-106, conf=0.90) -> Salchow(106-113, conf=0.68) -> Loop(113-127, conf=0.88) -> Salchow(127-128, conf=0.52)
Comb_3.npy (414 frames)
 BiLSTM: Salchow(0-2, conf=0.70) -> Flip(2-4, conf=0.59) -> Salchow(4-7, conf=0.53) -> Loop(7-52, conf=0.98) -> Flip(52-53, conf=0.51) -> Loop(53-57, conf=0.64) -> Salchow(57-58, conf=0.50) -> Loop(58-59, conf=0.59) -> Axel(59-65, conf=0.77) -> Salchow(65-78, conf=0.88) -> Loop(78-80, conf=0.58) -> Salchow(80-96, conf=0.85) -> Axel(96-105, conf=0.91) -> Toeloop(105-117, conf=0.87) -> Axel(117-128, conf=0.92)
 CTM: Loop(0-64, conf=0.78) -> Axel(64-128, conf=0.63)
 xLSTM: Flip(0-7, conf=0.89) -> Loop(7-48, conf=0.98) -> Lutz(48-49, conf=0.49) -> Loop(49-51, conf=0.82) -> Flip(51-53, conf=0.88) -> Loop(53-54, conf=0.72) -> Lutz(54-55, conf=0.87) -> Flip(55-59, conf=0.71) -> Loop(59-60, conf=0.50) -> Axel(60-66, conf=0.91) -> Flip(66-72, conf=0.72) -> Toeloop(72-75, conf=0.72) -> Salchow(75-76, conf=0.35) -> Loop(76-82, conf=0.93) -> Axel(82-87, conf=0.57) -> Flip(87-88, conf=0.64) -> Salchow(88-91, conf=0.77) -> Loop(91-97, conf=0.64) -> Axel(97-102, conf=0.94) -> Toeloop(102-123, conf=0.94) -> Axel(123-124, conf=0.64) -> Toeloop(124-128, conf=0.83)
========================================================================
PHASE 5: confidence-thresholded analysis (threshold=0.4)
========================================================================
--- 200/10 (short, fine) ---
Comb_1.npy:
 240-440 CTM ??? 0.37 *
 250-450 CTM ??? 0.36 *
 260-460 CTM ??? 0.31 *
 270-470 CTM ??? 0.32 *
 280-480 CTM ??? 0.36 *
 290-490 CTM ??? 0.37 *
 300-500 CTM ??? 0.36 *
 330-530 CTM ??? 0.30 *
 335-535 CTM ??? 0.36 *
Comb_2.npy:
Comb_3.npy:
 110-310 CTM ??? 0.39 *
 120-320 CTM ??? 0.37 *
Comb_4.npy:
--- 280/20 (baseline) ---
Comb_1.npy:
Comb_2.npy:
 160-440 xLSTM ??? 0.35 *
 200-480 xLSTM ??? 0.37 *
Comb_3.npy:
 80-360 CTM ??? 0.35 *
 100-380 CTM ??? 0.31 *
 120-400 CTM ??? 0.31 *
 134-414 CTM ??? 0.34 *
Comb_4.npy:
--- 400/30 (long, coarse) ---
Comb_1.npy:
 60-460 CTM ??? 0.38 *
Comb_2.npy:
Comb_3.npy:
Comb_4.npy:
========================================================================
Experiment complete in 127.3s
Models trained: ['bilstm', 'gcn_ctm', 'xlstm']
Models failed: []
Window configs tested: 3
Comb clips analyzed: 13

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