Update README.md

README.md

@@ -4,6 +4,9 @@ language:
  - en
 library_name: pytorch
 tags:
+  - eeg
+  - ppg
+  - ecg
   - biosignals
   - multimodal model
   - time-series
@@ -23,7 +26,6 @@ datasets:
   - PTB-XL
   - CSN
   - HMC
-  - WESAD
 metrics:
   - balanced_accuracy
   - roc_auc
@@ -31,9 +33,10 @@ metrics:
   - weighted_f1
   - cohen_kappa
 model index:
-  - name: PanLUNA (Full Fine-Tuning)
+  - name: PanLUNA 
     results:
     - task:
+        finetuning: Full
         type: time-series-classification
         name: EEG Abnormality Detection
       dataset: 
@@ -49,5 +52,77 @@ model index:
           - type: pr_auc
             value: 0.899
             name: AUC-PR
+    - task:
+        finetuing: Full
+        type: time-series-classification
+        name: EEG Sleep Stage Classification
+      dataset: 
+        type: HMC
+        name: Haaglanden Medisch Centrum sleep staging database
+      metrics:
+        - type: balanced_accuracy
+          value: 0.742
+          name: Balanced Accuracy (%)
+        - type: cohen_kappa
+          value: 0.695
+          name: Cohen's Kappa
+        - type: weighted_f1
+          value: 0.766
+          name: Weighted F1
+    - task: 
+        finetuning: Low-Rank Adaptation (LoRA)
+        type: time-series-classification
+        name: ECG PTB-XL Super Class
+      dataset:
+        type: PTB-XL
+        name: PTB-XL, a large publicly available electrocardiography dataset
+      metrics:
+        - type: roc_auc
+          value: 0.908
+          name: AUROC
+    - task: 
+        finetuning: Low-Rank Adaptation (LoRA)
+        type: time-series-classification
+        name: ECG PTB-XL Sub Class
+      dataset:
+        type: PTB-XL
+        name: PTB-XL, a large publicly available electrocardiography dataset
+      metrics:
+        - type: roc_auc
+          value: 0.888
+          name: AUROC
+    - task: 
+        finetuning: Low-Rank Adaptation (LoRA)
+        type: time-series-classification
+        name: ECG PTB-XL Form
+      dataset:
+        type: PTB-XL
+        name: PTB-XL, a large publicly available electrocardiography dataset
+      metrics:
+        - type: roc_auc
+          value: 0.833
+          name: AUROC    
+    - task: 
+        finetuning: Low-Rank Adaptation (LoRA)
+        type: time-series-classification
+        name: ECG PTB-XL Rhythm
+      dataset:
+        type: PTB-XL
+        name: PTB-XL, a large publicly available electrocardiography dataset
+      metrics:
+        - type: roc_auc
+          value: 0.964
+          name: AUROC
+    - task: 
+      finetuning: Low-Rank Adaptation (LoRA)
+      type: time-series-classification
+      name: ECG CSN
+    dataset:
+      type: CSN
+      name: Chapman-Shaoxing-Ningbo
+    metrics:
+      - type: roc_auc
+        value: 0.950
+        name: AUROC      
   
 ---