============================================================
Seed 42
============================================================

--- BP ---
  [BP] ep 10: acc=0.7538
  [BP] ep 20: acc=0.8337
  [BP] ep 30: acc=0.8516
  [BP] ep 40: acc=0.8572
  [BP] ep 50: acc=0.8668
  [BP] ep 60: acc=0.8701
  [BP] ep 70: acc=0.8727
  [BP] ep 80: acc=0.8771
  [BP] ep 90: acc=0.8784
  [BP] ep 100: acc=0.8769

--- FA ---
  [FA] ep 10: acc=0.4524
  [FA] ep 20: acc=0.4077
  [FA] ep 30: acc=0.5031
  [FA] ep 40: acc=0.3687
  [FA] ep 50: acc=0.4560
  [FA] ep 60: acc=0.4727
  [FA] ep 70: acc=0.4387
  [FA] ep 80: acc=0.4693
  [FA] ep 90: acc=0.3725
  [FA] ep 100: acc=0.4833

--- DFA ---
  [DFA] ep 10: acc=0.4845
  [DFA] ep 20: acc=0.4166
  [DFA] ep 30: acc=0.5166
  [DFA] ep 40: acc=0.4638
  [DFA] ep 50: acc=0.5211
  [DFA] ep 60: acc=0.5058
  [DFA] ep 70: acc=0.4456
  [DFA] ep 80: acc=0.5284
  [DFA] ep 90: acc=0.4554
  [DFA] ep 100: acc=0.5413

--- Frozen ---
  [Frozen] ep 10: acc=0.3769
  [Frozen] ep 20: acc=0.3981
  [Frozen] ep 30: acc=0.4072
  [Frozen] ep 40: acc=0.4203
  [Frozen] ep 50: acc=0.4224
  [Frozen] ep 60: acc=0.4352
  [Frozen] ep 70: acc=0.4428
  [Frozen] ep 80: acc=0.4420
  [Frozen] ep 90: acc=0.4432
  [Frozen] ep 100: acc=0.4463
FINAL frozen: 0.4463

============================================================
Seed 123
============================================================

--- BP ---
  [BP] ep 10: acc=0.7239
  [BP] ep 20: acc=0.7878
  [BP] ep 30: acc=0.8268
  [BP] ep 40: acc=0.8489
  [BP] ep 50: acc=0.8420
  [BP] ep 60: acc=0.8534
  [BP] ep 70: acc=0.8697
  [BP] ep 80: acc=0.8730
  [BP] ep 90: acc=0.8748
  [BP] ep 100: acc=0.8751

--- FA ---
  [FA] ep 10: acc=0.4852
  [FA] ep 20: acc=0.3673
  [FA] ep 30: acc=0.4890
  [FA] ep 40: acc=0.4090
  [FA] ep 50: acc=0.4650
  [FA] ep 60: acc=0.4524
  [FA] ep 70: acc=0.4131
  [FA] ep 80: acc=0.4634
  [FA] ep 90: acc=0.3723
  [FA] ep 100: acc=0.4701

--- DFA ---
  [DFA] ep 10: acc=0.4903
  [DFA] ep 20: acc=0.4012
  [DFA] ep 30: acc=0.5058
  [DFA] ep 40: acc=0.4078
  [DFA] ep 50: acc=0.5016
  [DFA] ep 60: acc=0.4995
  [DFA] ep 70: acc=0.4530
  [DFA] ep 80: acc=0.5311
  [DFA] ep 90: acc=0.4660
  [DFA] ep 100: acc=0.5480

--- Frozen ---
  [Frozen] ep 10: acc=0.3516
  [Frozen] ep 20: acc=0.3915
  [Frozen] ep 30: acc=0.4120
  [Frozen] ep 40: acc=0.4210
  [Frozen] ep 50: acc=0.4253
  [Frozen] ep 60: acc=0.4300
  [Frozen] ep 70: acc=0.4313
  [Frozen] ep 80: acc=0.4385
  [Frozen] ep 90: acc=0.4382
  [Frozen] ep 100: acc=0.4390
FINAL frozen: 0.4390

============================================================
Seed 456
============================================================

--- BP ---
  [BP] ep 10: acc=0.7823
  [BP] ep 20: acc=0.8178
  [BP] ep 30: acc=0.8073
  [BP] ep 40: acc=0.8470
  [BP] ep 50: acc=0.8499
  [BP] ep 60: acc=0.8676
  [BP] ep 70: acc=0.8757
  [BP] ep 80: acc=0.8770
  [BP] ep 90: acc=0.8771
  [BP] ep 100: acc=0.8773

--- FA ---
  [FA] ep 10: acc=0.4632
  [FA] ep 20: acc=0.3723
  [FA] ep 30: acc=0.4776
  [FA] ep 40: acc=0.4060
  [FA] ep 50: acc=0.4685
  [FA] ep 60: acc=0.4341
  [FA] ep 70: acc=0.4403
  [FA] ep 80: acc=0.4804
  [FA] ep 90: acc=0.3683
  [FA] ep 100: acc=0.4740

--- DFA ---
  [DFA] ep 10: acc=0.4752
  [DFA] ep 20: acc=0.4196
  [DFA] ep 30: acc=0.4963
  [DFA] ep 40: acc=0.3831
  [DFA] ep 50: acc=0.5074
  [DFA] ep 60: acc=0.5056
  [DFA] ep 70: acc=0.4953
  [DFA] ep 80: acc=0.5233
  [DFA] ep 90: acc=0.4196
  [DFA] ep 100: acc=0.5315

--- Frozen ---
  [Frozen] ep 10: acc=0.3576
  [Frozen] ep 20: acc=0.3920
  [Frozen] ep 30: acc=0.4083
  [Frozen] ep 40: acc=0.4102
  [Frozen] ep 50: acc=0.4163
  [Frozen] ep 60: acc=0.4304
  [Frozen] ep 70: acc=0.4391
  [Frozen] ep 80: acc=0.4400
  [Frozen] ep 90: acc=0.4363
  [Frozen] ep 100: acc=0.4401
FINAL frozen: 0.4401

Saved: results/resnet_protocol_validation.json