Overall Leaderboard
Mean / Median / Wins / Top3| Rank | Model | Mean | Median | Wins | Top3 | Scale |
|---|---|---|---|---|---|---|
| 1 | CBraMod | 47.25% | 50.78% | 22 | 35 | |
| 2 | REVE | 45.19% | 49.76% | 12 | 38 | |
| 3 | BrainOmni | 44.21% | 47.90% | 10 | 24 | |
| 4 | BIOT | 42.43% | 47.48% | 4 | 16 | |
| 5 | LaBraM | 42.29% | 47.45% | 1 | 17 | |
| 6 | FEMBA | 41.83% | 47.01% | 2 | 9 | |
| 7 | NeuroLM | 41.39% | 43.84% | 1 | 9 | |
| 8 | EEGMamba | 39.72% | 42.49% | 1 | 8 | |
| 9 | Neuro-GPT | 39.37% | 43.66% | 0 | 3 | |
| 10 | BENDR | 32.56% | 33.33% | 0 | 0 |
Win Distribution
Best per task
CBraMod
22
REVE
12
BrainOmni
10
BIOT
4
LaBraM
1
FEMBA
2
NeuroLM
1
EEGMamba
1
Neuro-GPT
0
BENDR
0
Top3 Distribution
Top3 count
CBraMod
35
REVE
38
BrainOmni
24
BIOT
16
LaBraM
17
FEMBA
9
NeuroLM
9
EEGMamba
8
Neuro-GPT
3
BENDR
0
Model Cards
Mean / Wins / Top3 / Max scoreCBraMod
#1
Mean47.25%
Wins22
Top335
Max89.0%
Best task: Consciousness level detection
REVE
#2
Mean45.19%
Wins12
Top338
Max96.2%
Best task: Consciousness level detection
BrainOmni
#3
Mean44.21%
Wins10
Top324
Max99.3%
Best task: Mental disorders#2
BIOT
#4
Mean42.43%
Wins4
Top316
Max97.3%
Best task: Consciousness level detection
LaBraM
#5
Mean42.29%
Wins1
Top317
Max93.4%
Best task: Consciousness level detection
FEMBA
#6
Mean41.83%
Wins2
Top39
Max96.1%
Best task: Consciousness level detection
NeuroLM
#7
Mean41.39%
Wins1
Top39
Max88.3%
Best task: Mental disorders#2
EEGMamba
#8
Mean39.72%
Wins1
Top38
Max83.3%
Best task: Consciousness level detection
Neuro-GPT
#9
Mean39.37%
Wins0
Top33
Max78.1%
Best task: Consciousness level detection
BENDR
#10
Mean32.56%
Wins0
Top30
Max53.2%
Best task: Test-retest reliability
Algorithm Performance Heatmap
Task x Model scores| Task | Winner | BEST BACC | CBraMod | REVE | BrainOmni | BIOT | LaBraM | FEMBA | NeuroLM | EEGMamba | Neuro-GPT | BENDR |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Biometrics#1 | REVE | 49.8% | 46.2% | 49.8% | 47.9% | 47.7% | 43.9% | 48.0% | 40.3% | 33.2% | 42.6% | 33.3% |
| Biometrics#2 | BrainOmni | 53.6% | 48.1% | 50.5% | 53.6% | 46.3% | 50.9% | 49.0% | 51.8% | 50.4% | 46.4% | 50.0% |
| Biometrics#3 | CBraMod | 64.4% | 64.4% | 59.9% | 53.2% | 58.7% | 57.1% | 56.9% | 55.3% | 49.9% | 54.5% | 50.0% |
| Closed-loop assistive control | CBraMod | 15.5% | 15.5% | 10.9% | 13.2% | 13.0% | 13.6% | 12.2% | 12.3% | 13.7% | 12.5% | 10.0% |
| Cognitive task identification#1 | REVE | 15.8% | 13.6% | 15.8% | 15.3% | 13.3% | 11.4% | 11.8% | 9.0% | 10.0% | 10.3% | 7.7% |
| Cognitive task identification#2 | CBraMod | 53.5% | 53.5% | 48.4% | 48.0% | 46.2% | 47.8% | 46.5% | 43.8% | 41.9% | 43.7% | 33.3% |
| Cognitive task identification#3 | CBraMod | 36.8% | 36.8% | 34.6% | 32.6% | 35.0% | 31.8% | 30.8% | 30.9% | 22.9% | 27.6% | 20.0% |
| Consciousness level detection | BrainOmni | 98.3% | 89.0% | 96.2% | 98.3% | 97.3% | 93.4% | 96.1% | 81.1% | 83.3% | 78.1% | 50.0% |
| Emotion recognition#1 | REVE | 53.8% | 52.6% | 53.8% | 53.1% | 51.3% | 53.5% | 53.2% | 52.3% | 52.8% | 52.4% | 50.0% |
| Emotion recognition#2 | CBraMod | 51.5% | 51.5% | 50.8% | 50.5% | 48.4% | 47.8% | 50.3% | 50.0% | 48.7% | 51.0% | 50.0% |
| Emotion recognition#3 | EEGMamba | 53.3% | 51.9% | 52.1% | 53.0% | 49.8% | 50.7% | 51.7% | 50.0% | 53.3% | 49.4% | 50.0% |
| Emotion recognition#4 | BrainOmni | 51.1% | 50.8% | 49.9% | 51.1% | 50.3% | 51.0% | 50.6% | 50.1% | 50.4% | 50.0% | 50.0% |
| Emotion recognition#5 | CBraMod | 48.1% | 48.1% | 20.3% | 20.4% | 15.6% | 15.5% | 17.4% | 17.0% | 15.1% | 14.6% | 11.1% |
| Emotion recognition#6 | CBraMod | 59.1% | 59.1% | 52.8% | 48.9% | 47.5% | 52.4% | 48.6% | 51.9% | 52.8% | 48.0% | 50.0% |
| Emotion recognition#7 | REVE | 54.3% | 52.5% | 54.3% | 49.2% | 43.0% | 51.7% | 43.4% | 39.9% | 47.1% | 46.6% | 33.3% |
| Emotion recognition#8 | CBraMod | 33.4% | 33.4% | 29.7% | 31.6% | 25.9% | 30.7% | 30.3% | 27.5% | 28.8% | 29.2% | 25.0% |
| Emotion recognition#9 | BrainOmni | 42.5% | 41.7% | 35.3% | 42.5% | 38.5% | 36.1% | 39.8% | 36.4% | 40.9% | 36.6% | 33.3% |
| Emotion recognition#10 | FEMBA | 29.0% | 23.4% | 25.7% | 23.5% | 25.7% | 24.1% | 29.0% | 21.0% | 20.4% | 24.2% | 20.0% |
| Emotion recognition#11 | REVE | 19.1% | 17.6% | 19.1% | 18.5% | 15.9% | 18.7% | 18.9% | 16.1% | 18.1% | 17.6% | 14.3% |
| Epilepsy and abnormalities#1 | REVE | 60.8% | 56.3% | 60.8% | 55.8% | 58.6% | 54.1% | 52.5% | 53.7% | 58.0% | 54.4% | 50.0% |
| Epilepsy and abnormalities#2 | CBraMod | 75.5% | 75.5% | 41.9% | 69.4% | 69.1% | 74.5% | 43.9% | 74.9% | 72.7% | 47.9% | 33.3% |
| Epilepsy and abnormalities#3 | BIOT | 79.3% | 72.7% | 77.8% | 72.7% | 79.3% | 73.2% | 71.7% | 71.2% | 68.9% | 64.1% | 50.0% |
| Epilepsy and abnormalities#4 | CBraMod | 63.5% | 63.5% | 63.0% | 59.6% | 58.8% | 61.7% | 54.7% | 58.2% | 60.4% | 50.8% | 50.0% |
| Epilepsy and abnormalities#5 | BIOT | 68.3% | 61.6% | 54.8% | 46.7% | 68.3% | 41.7% | 42.6% | 29.1% | 31.1% | 33.5% | 16.7% |
| Epilepsy and abnormalities#6 | CBraMod | 68.9% | 68.9% | 58.3% | 45.0% | 64.5% | 47.5% | 52.8% | 38.4% | 48.1% | 44.1% | 33.3% |
| ErrP feedback | BrainOmni | 53.2% | 49.8% | 49.7% | 53.2% | 49.8% | 51.8% | 49.3% | 48.7% | 51.0% | 48.2% | 50.0% |
| Imagined speech | CBraMod | 28.9% | 28.9% | 22.3% | 22.5% | 20.4% | 20.3% | 21.0% | 21.1% | 19.7% | 21.2% | 20.0% |
| Listening#1 | BrainOmni | 51.6% | 38.4% | 39.9% | 51.6% | 34.6% | 46.5% | 35.8% | 44.3% | 42.5% | 33.6% | 33.3% |
| Listening#2 | REVE | 71.0% | 58.0% | 71.0% | 46.6% | 48.1% | 46.4% | 49.9% | 49.2% | 50.0% | 46.5% | 50.0% |
| Mental disorders#1 | FEMBA | 52.2% | 50.9% | 51.1% | 50.1% | 50.5% | 50.0% | 52.2% | 50.3% | 49.9% | 50.3% | 50.0% |
| Mental disorders#2 | BrainOmni | 99.3% | 82.6% | 94.8% | 99.3% | 86.1% | 74.3% | 74.2% | 88.3% | 70.1% | 64.0% | 50.0% |
| Mental disorders#3 | CBraMod | 44.6% | 44.6% | 43.7% | 41.3% | 39.3% | 39.1% | 39.6% | 41.3% | 32.3% | 36.2% | 27.8% |
| Motor imagery#1 | CBraMod | 32.9% | 32.9% | 29.8% | 30.3% | 25.0% | 26.7% | 25.6% | 29.5% | 28.9% | 28.3% | 25.0% |
| Motor imagery#2 | CBraMod | 55.2% | 55.2% | 52.5% | 50.3% | 50.5% | 51.3% | 50.7% | 50.7% | 50.8% | 46.3% | 50.0% |
| Motor imagery#3 | CBraMod | 49.9% | 49.9% | 35.6% | 30.7% | 25.6% | 28.0% | 29.3% | 31.2% | 26.6% | 30.5% | 25.0% |
| Motor imagery#4 | BrainOmni | 53.3% | 51.5% | 52.3% | 53.3% | 51.9% | 50.7% | 51.1% | 50.4% | 49.0% | 50.4% | 50.0% |
| Neurodegenerative disorders#1 | CBraMod | 58.2% | 58.2% | 52.7% | 46.2% | 49.1% | 45.7% | 47.0% | 33.9% | 39.0% | 41.0% | 33.3% |
| Neurodegenerative disorders#2 | BIOT | 62.3% | 53.0% | 56.8% | 50.1% | 62.3% | 51.6% | 50.0% | 56.0% | 50.1% | 53.0% | 50.0% |
| Neurodegenerative disorders#3 | BIOT | 54.4% | 36.9% | 45.9% | 40.6% | 54.4% | 28.0% | 51.1% | 41.4% | 33.6% | 32.3% | 33.3% |
| Neurodevelopmental disorders | REVE | 69.5% | 66.6% | 69.5% | 62.7% | 53.5% | 58.0% | 60.2% | 66.2% | 55.2% | 60.5% | 50.0% |
| Reading | CBraMod | 25.3% | 25.3% | 25.0% | 25.2% | 25.3% | 25.0% | 25.0% | 25.2% | 25.2% | 25.0% | 25.0% |
| Sleep staging#1 | REVE | 68.2% | 65.8% | 68.2% | 66.4% | 56.9% | 63.0% | 61.1% | 61.5% | 55.1% | 57.2% | 20.0% |
| Sleep staging#2 | REVE | 65.8% | 57.0% | 65.8% | 61.5% | 55.7% | 55.8% | 58.6% | 56.2% | 50.1% | 54.9% | 20.0% |
| Sleep staging#3 | BrainOmni | 28.2% | 20.6% | 24.9% | 28.2% | 25.0% | 18.9% | 24.2% | 20.7% | 19.7% | 26.6% | 20.0% |
| Sleep staging#4 | REVE | 37.4% | 31.9% | 37.4% | 31.2% | 36.7% | 30.4% | 32.1% | 30.9% | 30.6% | 28.9% | 20.0% |
| Sleep staging#5 | LaBraM | 69.3% | 69.0% | 68.1% | 66.7% | 20.0% | 69.3% | 62.5% | 68.5% | 52.6% | 63.8% | 20.0% |
| SSVEP#1 | CBraMod | 10.3% | 10.3% | 4.3% | 3.8% | 3.1% | 3.2% | 4.0% | 3.3% | 2.8% | 3.0% | 2.5% |
| SSVEP#2 | CBraMod | 42.5% | 42.5% | 5.6% | 7.8% | 6.5% | 3.3% | 5.1% | 3.2% | 3.3% | 2.6% | 2.5% |
| SSVEP#3 | CBraMod | 7.9% | 7.9% | 3.5% | 5.0% | 2.3% | 2.8% | 3.0% | 2.7% | 3.2% | 3.3% | 2.5% |
| SSVEP#4 | REVE | 3.2% | 2.9% | 3.2% | 1.6% | 0.6% | 0.7% | 0.8% | 1.3% | 1.1% | 0.9% | 0.6% |
| Test-retest reliability | BrainOmni | 75.5% | 74.3% | 72.5% | 75.5% | 67.7% | 74.5% | 68.3% | 70.3% | 63.9% | 69.5% | 53.2% |
| Vigilance detection | CBraMod | 44.0% | 44.0% | 41.8% | 43.2% | 33.3% | 43.7% | 41.4% | 36.0% | 35.0% | 43.2% | 33.3% |
| Workload detection | NeuroLM | 49.6% | 47.0% | 40.9% | 44.4% | 46.6% | 47.8% | 41.1% | 49.6% | 40.6% | 35.8% | 33.3% |