Update README.md
Browse files
README.md
CHANGED
|
@@ -20,13 +20,20 @@ datasets:
|
|
| 20 |
- TUAB
|
| 21 |
- APAVA
|
| 22 |
- TDBrain
|
|
|
|
|
|
|
|
|
|
|
|
|
| 23 |
metrics:
|
| 24 |
- balanced_accuracy
|
| 25 |
- roc_auc
|
| 26 |
- pr_auc
|
|
|
|
|
|
|
|
|
|
| 27 |
thumbnail: https://raw.githubusercontent.com/pulp-bio/BioFoundation/refs/heads/main/docs/model/logo/LuMamba_logo.png
|
| 28 |
model-index:
|
| 29 |
-
- name: LuMamba-Tiny
|
| 30 |
results:
|
| 31 |
- task:
|
| 32 |
type: time-series-classification
|
|
@@ -70,6 +77,73 @@ model-index:
|
|
| 70 |
- type: pr_auc
|
| 71 |
value: 0.960
|
| 72 |
name: AUC-PR
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 73 |
---
|
| 74 |
<div align="center">
|
| 75 |
<img src="https://raw.githubusercontent.com/pulp-bio/BioFoundation/refs/heads/main/docs/model/logo/LuMamba_logo.png" alt="LuMamba Logo" width="800"/>
|
|
|
|
| 20 |
- TUAB
|
| 21 |
- APAVA
|
| 22 |
- TDBrain
|
| 23 |
+
- MoBI
|
| 24 |
+
- SEED-V
|
| 25 |
+
- Mumtaz2016
|
| 26 |
+
- MODMA
|
| 27 |
metrics:
|
| 28 |
- balanced_accuracy
|
| 29 |
- roc_auc
|
| 30 |
- pr_auc
|
| 31 |
+
- r2
|
| 32 |
+
- pearson_r
|
| 33 |
+
- cohen_kappa
|
| 34 |
thumbnail: https://raw.githubusercontent.com/pulp-bio/BioFoundation/refs/heads/main/docs/model/logo/LuMamba_logo.png
|
| 35 |
model-index:
|
| 36 |
+
- name: LuMamba-Tiny (LeJEPA-reconstruction pre-training)
|
| 37 |
results:
|
| 38 |
- task:
|
| 39 |
type: time-series-classification
|
|
|
|
| 77 |
- type: pr_auc
|
| 78 |
value: 0.960
|
| 79 |
name: AUC-PR
|
| 80 |
+
- task:
|
| 81 |
+
type: time-series-classification
|
| 82 |
+
name: Major Depressive Disorder Detection
|
| 83 |
+
dataset:
|
| 84 |
+
type: Mumtaz2016
|
| 85 |
+
name: Mumtaz2016
|
| 86 |
+
metrics:
|
| 87 |
+
- type: roc_auc
|
| 88 |
+
value: 0.931
|
| 89 |
+
name: AUROC
|
| 90 |
+
- type: pr_auc
|
| 91 |
+
value: 0.952
|
| 92 |
+
name: AUC-PR
|
| 93 |
+
- name: LuMamba-Tiny (Reconstruction-only pre-training)
|
| 94 |
+
results:
|
| 95 |
+
- task:
|
| 96 |
+
type: time-series-classification
|
| 97 |
+
name: EEG Slowing Event and Seizure Detection
|
| 98 |
+
dataset:
|
| 99 |
+
type: TUSL
|
| 100 |
+
name: TUH EEG Slowing Corpus (TUSL)
|
| 101 |
+
metrics:
|
| 102 |
+
- type: roc_auc
|
| 103 |
+
value: 0.708
|
| 104 |
+
name: AUROC
|
| 105 |
+
- type: pr_auc
|
| 106 |
+
value: 0.289
|
| 107 |
+
name: AUC-PR
|
| 108 |
+
- task:
|
| 109 |
+
type: time-series-classification
|
| 110 |
+
name: EEG Artifact Detection
|
| 111 |
+
dataset:
|
| 112 |
+
type: TUAR
|
| 113 |
+
name: TUH EEG Artifact Corpus (TUAR)
|
| 114 |
+
metrics:
|
| 115 |
+
- type: roc_auc
|
| 116 |
+
value: 0.914
|
| 117 |
+
name: AUROC
|
| 118 |
+
- type: pr_auc
|
| 119 |
+
value: 0.510
|
| 120 |
+
name: AUC-PR
|
| 121 |
+
- task:
|
| 122 |
+
type: time-series-classification
|
| 123 |
+
name: Gait Prediction Regression
|
| 124 |
+
dataset:
|
| 125 |
+
type: MoBI
|
| 126 |
+
name: MoBI
|
| 127 |
+
metrics:
|
| 128 |
+
- type: r2
|
| 129 |
+
value: 0.116
|
| 130 |
+
name: R squared
|
| 131 |
+
- type: rmse
|
| 132 |
+
value: 0.1482
|
| 133 |
+
name: Root Mean Squared Error
|
| 134 |
+
- task:
|
| 135 |
+
type: time-series-classification
|
| 136 |
+
name: 5-class Emotion Detection
|
| 137 |
+
dataset:
|
| 138 |
+
type: SEED-V
|
| 139 |
+
name: SEED-V
|
| 140 |
+
metrics:
|
| 141 |
+
- type: balanced_accuracy
|
| 142 |
+
value: 0.350
|
| 143 |
+
name: Balanced Accuracy (%)
|
| 144 |
+
- type: cohen_kappa
|
| 145 |
+
value: 0.191
|
| 146 |
+
name: Cohen's Kappa
|
| 147 |
---
|
| 148 |
<div align="center">
|
| 149 |
<img src="https://raw.githubusercontent.com/pulp-bio/BioFoundation/refs/heads/main/docs/model/logo/LuMamba_logo.png" alt="LuMamba Logo" width="800"/>
|