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Unofficial Phase:
submission 1:
challenge_score: 0.239
submission ID: 1020
submission time: 2/22/2025 22:42:12 ET
backbone: crnn-resnet_nature_comm_bottle_neck
loss: ASL
train:
n_epochs: 30
batch_size: 128
lr_scheduler: one_cycle
lr: 0.0001
max_lr: 0.0006
early_stopping_patience: 9
preprocess: |
- name: bandpass
params:
filter_type: butter
- name: resample
params:
fs: 400
use_dbs: |
CODE-15%
SaMi-Trop
PTB-XL
augmentations: null
upsample: null
hash: 1f181e3
submission 2:
challenge_score: 0.237
submission ID: 1026
submission time: 2/26/2025 21:10:32 ET
backbone: crnn-resnet_nature_comm_bottle_neck
loss: ASL
train:
n_epochs: 30
batch_size: 128
lr_scheduler: one_cycle
lr: 0.0001
max_lr: 0.0006
early_stopping_patience: 9
preprocess: |
- name: bandpass
params:
filter_type: butter
- name: resample
params:
fs: 400
use_dbs: |
CODE-15%
SaMi-Trop
PTB-XL
augmentations: null
upsample: null
hash: f7a9e15
submission 3:
challenge_score: 0.290
submission ID: 1295
submission time: 4/6/2025 22:26:45 ET
backbone: crnn-resnet_nature_comm_bottle_neck
loss: ASL
train:
n_epochs: 30
batch_size: 128
lr_scheduler: one_cycle
lr: 0.0001
max_lr: 0.0006
early_stopping_patience: 9
preprocess: |
- name: bandpass
params:
filter_type: butter
- name: resample
params:
fs: 400
use_dbs: |
CODE-15%
SaMi-Trop
PTB-XL
augmentations: null
upsample:
CODE-15%: 10
SaMi-Trop: 120
hash: 93c1d79
Official Phase:
submission 1:
challenge_score: 0.148
submission ID: 2520
submission time: 8/9/2025 12:04:58 ET
backbone: crnn-resnet_nature_comm_bottle_neck
loss: ASL
ranking_loss: false
train:
n_epochs: 30
batch_size: 128
lr_scheduler: one_cycle
lr: 0.0001
max_lr: 0.0006
early_stopping_patience: 9
preprocess: |
- name: bandpass
params:
filter_type: butter
- name: resample
params:
fs: 400
use_dbs: |
CODE-15%
SaMi-Trop
PTB-XL
augmentations: |
label_smoothing:
prob: 0.1
smoothing:
0: 0.2
1: 0.6
2: 0.0
upsample:
CODE-15%: 10
SaMi-Trop: 120
crop_infer: false
hash: 1e4ba10
submission 2:
challenge_score: 0.227
submission ID: 2521
submission time: 8/9/2025 12:06:20 ET
backbone: crnn-resnet_nature_comm_bottle_neck
loss: ASL
ranking_loss: false
train:
n_epochs: 30
batch_size: 128
lr_scheduler: one_cycle
lr: 0.0001
max_lr: 0.0006
early_stopping_patience: 9
preprocess: |
- name: bandpass
params:
filter_type: butter
- name: resample
params:
fs: 400
use_dbs: |
CODE-15%
SaMi-Trop
PTB-XL
augmentations: |
label_smoothing:
prob: 0.1
smoothing:
0: 0.2
1: 0.6
2: 0.0
upsample:
CODE-15%: 10
SaMi-Trop: 120
crop_infer: false
hash: 1e4ba10
submission 3:
challenge_score: 0.152
submission ID: 2575
submission time: 8/12/2025 23:31:14 ET
backbone: crnn-resnet_nature_comm_bottle_neck
loss: ASL
ranking_loss:
type: logistic
weight: 0.4
margin: 0.0
train:
n_epochs: 30
batch_size: 128
lr_scheduler: one_cycle
lr: 0.0001
max_lr: 0.0006
early_stopping_patience: 9
preprocess: |
- name: bandpass
params:
filter_type: butter
- name: resample
params:
fs: 400
use_dbs: |
CODE-15%
SaMi-Trop
PTB-XL
augmentations: |
label_smoothing:
prob: 0.1
smoothing:
0: 0.2
1: 0.6
2: 0.0
upsample:
CODE-15%: 10
SaMi-Trop: 120
crop_infer: false
hash: 62afb7a
submission 4:
challenge_score: 0.182
submission ID: 2580
submission time: 8/13/2025 3:31:47 ET
backbone: crnn-resnet_nature_comm_bottle_neck
loss: ASL
ranking_loss:
type: logistic
weight: 0.4
margin: 0.0
train:
n_epochs: 30
batch_size: 128
lr_scheduler: one_cycle
lr: 0.0001
max_lr: 0.0006
early_stopping_patience: 9
preprocess: |
- name: bandpass
params:
filter_type: butter
- name: resample
params:
fs: 400
use_dbs: |
CODE-15%
SaMi-Trop
PTB-XL
augmentations: |
label_smoothing:
prob: 0.1
smoothing:
0: 0.2
1: 0.6
2: 0.0
upsample:
CODE-15%: 10
SaMi-Trop: 120
crop_infer: false
hash: 62afb7a
submission 5:
challenge_score: 0.203
submission ID: 2611
submission time: 8/14/2025 12:22:19 ET
backbone: crnn-resnet_nature_comm_bottle_neck
loss: ASL
ranking_loss: false
train:
n_epochs: 30
batch_size: 128
lr_scheduler: one_cycle
lr: 0.0001
max_lr: 0.0006
early_stopping_patience: 9
preprocess: |
- name: bandpass
params:
filter_type: butter
- name: resample
params:
fs: 400
use_dbs: |
CODE-15%
SaMi-Trop
PTB-XL
augmentations: |
label_smoothing:
prob: 0.7
smoothing:
0: 0.2
1: 0.6
2: 0.0
upsample:
CODE-15%: 10
SaMi-Trop: 120
crop_infer: false
hash: 6589064
submission 6:
challenge_score: 0.210
submission ID: 2626
submission time: 8/15/2025 14:35:44 ET
backbone: crnn-resnet_nature_comm_bottle_neck
loss: ASL
ranking_loss: false
train:
n_epochs: 30
batch_size: 128
lr_scheduler: one_cycle
lr: 0.0001
max_lr: 0.0006
early_stopping_patience: 9
preprocess: |
- name: bandpass
params:
filter_type: butter
- name: resample
params:
fs: 400
use_dbs: |
CODE-15%
SaMi-Trop
PTB-XL
augmentations: |
label_smoothing:
prob: 0.7
smoothing:
0: 0.2
1: 0.6
2: 0.0
upsample:
CODE-15%: 10
SaMi-Trop: 120
crop_infer: false
hash: 6589064
submission 7:
challenge_score: 0.187
submission ID: 2641
submission time: 8/16/2025 3:48:40 ET
backbone: crnn-resnet_nature_comm_bottle_neck
loss: ASL
ranking_loss:
type: adaptive
weight: 0.4
margin: 0.1
train:
n_epochs: 30
batch_size: 128
lr_scheduler: one_cycle
lr: 0.0001
max_lr: 0.0006
early_stopping_patience: 9
preprocess: |
- name: bandpass
params:
filter_type: butter
- name: resample
params:
fs: 400
use_dbs: |
CODE-15%
SaMi-Trop
PTB-XL
augmentations: |
label_smoothing:
prob: 0.7
smoothing:
0: 0.2
1: 0.6
2: 0.0
upsample:
CODE-15%: 10
SaMi-Trop: 120
crop_infer: false
hash: 9d64248
submission 8:
challenge_score: 0.245
submission ID: 2715
submission time: 8/19/2025 3:36:14 ET
backbone: crnn-resnet_nature_comm_bottle_neck
loss: ASL
ranking_loss: false
train:
n_epochs: 30
batch_size: 128
lr_scheduler: one_cycle
lr: 0.0001
max_lr: 0.0006
early_stopping_patience: 9
preprocess: |
- name: bandpass
params:
filter_type: butter
- name: resample
params:
fs: 400
use_dbs: |
CODE-15%
SaMi-Trop
PTB-XL
augmentations: |
label_smoothing:
prob: 0.7
smoothing:
0: 0.2
1: 0.6
2: 0.0
upsample:
CODE-15%: 3
SaMi-Trop: 12
crop_infer:
agg: max
hash: 9d64248
submission 9:
challenge_score: 0.221
submission ID: 2775
submission time: 8/20/2025 1:25:15 ET
backbone: crnn-resnet_nature_comm_bottle_neck
loss: ASL
ranking_loss: false
train:
n_epochs: 30
batch_size: 128
lr_scheduler: one_cycle
lr: 0.0001
max_lr: 0.0006
early_stopping_patience: 9
preprocess: |
- name: bandpass
params:
filter_type: butter
- name: resample
params:
fs: 400
use_dbs: |
CODE-15%
SaMi-Trop
PTB-XL
augmentations: |
label_smoothing:
prob: 0.8
smoothing:
0: 0.2
1: 0.6
2: 0.0
upsample:
CODE-15%: 6
SaMi-Trop: 36
crop_infer:
agg: max
hash: 710cf01
submission 10:
challenge_score: 0.212
submission ID: 2822
submission time: 8/20/2025 14:40:40 ET
backbone: crnn-resnet_nature_comm_bottle_neck
loss: ASL
ranking_loss: false
train:
n_epochs: 30
batch_size: 128
lr_scheduler: one_cycle
lr: 0.0001
max_lr: 0.0006
early_stopping_patience: 9
preprocess: |
- name: bandpass
params:
filter_type: butter
- name: resample
params:
fs: 400
use_dbs: |
CODE-15%
SaMi-Trop
PTB-XL
augmentations: |
label_smoothing:
prob: 0.8
smoothing:
0: 0.2
1: 0.6
2: 0.0
upsample:
CODE-15%: 3
SaMi-Trop: 7
crop_infer:
agg: max
hash: fc3a91c
submission final:
challenge_score:
validation-reds-ii: 0.245
test-reds-ii: 0.229
test-samitrop-iii: 0.148
test-elsa-brasil: 0.111
submission ID: 2715
backbone: crnn-resnet_nature_comm_bottle_neck
loss: ASL
ranking_loss: false
train:
n_epochs: 30
batch_size: 128
lr_scheduler: one_cycle
lr: 0.0001
max_lr: 0.0006
early_stopping_patience: 9
preprocess: |
- name: bandpass
params:
filter_type: butter
- name: resample
params:
fs: 400
use_dbs: |
CODE-15%
SaMi-Trop
PTB-XL
augmentations: |
label_smoothing:
prob: 0.7
smoothing:
0: 0.2
1: 0.6
2: 0.0
upsample:
CODE-15%: 3
SaMi-Trop: 12
crop_infer:
agg: max
hash: 9d64248
Focus Issue Phase:
submission 1:
challenge_score:
validation-reds-ii: 0.183
test-reds-ii: 0.236
test-samitrop-iii: 0.225
test-elsa-brasil: 0.089
submission ID: F11
submission time: 2/24/2026 19:45:33 ET
backbone: fm-st-mem
loss: WeightedBCE
ranking_loss: false
train:
n_epochs: 7
batch_size: 32
lr_scheduler: one_cycle
lr:
backbone: 0.00005
head: 0.0003
max_lr:
backbone: 0.0002
head: 0.001
early_stopping_patience: 2
preprocess: |
- name: bandpass
params:
filter_type: butter
- name: resample
params:
fs: 250
use_dbs: |
CODE-15%
SaMi-Trop
PTB-XL
augmentations: |
label_smoothing:
prob: 0.8
smoothing:
0: 0.0
1: 0.3
2: 0.2
3: 0.0
powerline_noise:
prob: 0.5
params:
frequencies: [50, 60]
amplitude_ratio_range: [0.02, 0.08]
upsample:
CODE-15%: 3
SaMi-Trop: 12
crop_infer:
agg: max
hash: 2a96bc6
submission 2:
challenge_score:
validation-reds-ii: 0.369
test-reds-ii: 0.264
test-samitrop-iii: 0.295
test-elsa-brasil: 0.104
submission ID: F14
submission time: 3/2/2026 4:04:57 ET
backbone: crnn-resnet_nature_comm_bottle_neck
loss: WeightedBCE
ranking_loss: false
train:
n_epochs: 20
batch_size: 32
lr_scheduler: one_cycle
lr: 0.0003
max_lr: 0.0009
early_stopping_patience: 4
preprocess: |
- name: bandpass
params:
filter_type: butter
- name: resample
params:
fs: 400
use_dbs: |
CODE-15%
SaMi-Trop
PTB-XL
augmentations: |
label_smoothing:
prob: 0.8
smoothing:
0: 0.0
1: 0.3
2: 0.2
3: 0.0
powerline_noise:
prob: 0.5
params:
frequencies: [50, 60]
amplitude_ratio_range: [0.02, 0.08]
upsample:
CODE-15%: 1
SaMi-Trop: 1
crop_infer:
agg: max
hash: 7e0ce58