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README.md

@@ -22,14 +22,14 @@ model-index:
       name: Video Classification
     metrics:
     - type: accuracy
-      value: 0.9683
+      value: 0.9735
       name: Accuracy
     - type: f1
-      value: 0.9600
+      value: 0.9666
       name: Macro F1
 ---
 
-# Driver Behavior Detection Model (Epoch 4)
+# Driver Behavior Detection Model (Epoch 5)
 
 운전자 이상행동 감지를 위한 Video Swin Transformer 기반 모델입니다.
 
@@ -46,16 +46,16 @@ model-index:
 |:-----:|-------|:--------:|
 | 0 | 정상 (Normal) | 0.95 |
 | 1 | 졸음운전 (Drowsy Driving) | 0.99 |
-| 2 | 물건찾기 (Reaching/Searching) | 0.94 |
-| 3 | 휴대폰 사용 (Phone Usage) | 0.93 |
+| 2 | 물건찾기 (Reaching/Searching) | 0.95 |
+| 3 | 휴대폰 사용 (Phone Usage) | 0.94 |
 | 4 | 운전자 폭행 (Driver Assault) | 1.00 |
 
-## Performance (Epoch 4)
+## Performance (Epoch 5)
 
 | Metric | Value |
 |--------|-------|
-| **Accuracy** | 96.83% |
-| **Macro F1** | 0.9600 |
+| **Accuracy** | 97.35% |
+| **Macro F1** | 0.9666 |
 | **Validation Samples** | 1,371,062 |
 
 ## Training Configuration
@@ -100,14 +100,14 @@ with torch.no_grad():
 - **Stride**: 15 frames
 - **Resolution**: 224x224
 
-## Augmentation (Training)
+## Training Progress
 
-- RandomResizedCrop (scale 0.8-1.0)
-- HorizontalFlip (p=0.5)
-- ColorJitter, HueSaturationValue
-- Temporal Augmentation (speed change, frame drop)
-- Mixup (a=0.4)
-- CoarseDropout
+| Epoch | Accuracy | Macro F1 |
+|:-----:|:--------:|:--------:|
+| 2 | 95.15% | 0.9392 |
+| 3 | 96.56% | 0.9568 |
+| 4 | 96.83% | 0.9600 |
+| **5** | **97.35%** | **0.9666** |
 
 ## License
 

config.json

@@ -11,9 +11,9 @@
     "layers": ["LayerNorm(768)", "Dropout(0.3)", "Linear(768, 5)"]
   },
   "training": {
-    "epoch": 4,
-    "accuracy": 0.9683,
-    "macro_f1": 0.9600,
+    "epoch": 5,
+    "accuracy": 0.9735,
+    "macro_f1": 0.9666,
     "batch_size": 32,
     "optimizer": "AdamW",
     "learning_rate": 1e-3,
@@ -23,10 +23,10 @@
     "augmentation": ["Mixup(0.4)", "RandomResizedCrop", "HorizontalFlip", "ColorJitter", "TemporalAugmentation"]
   },
   "performance": {
-    "정상": {"precision": 0.95, "recall": 0.94, "f1": 0.95},
-    "졸음운전": {"precision": 0.99, "recall": 0.98, "f1": 0.99},
-    "물건찾기": {"precision": 0.93, "recall": 0.95, "f1": 0.94},
-    "휴대폰 사용": {"precision": 0.92, "recall": 0.93, "f1": 0.93},
+    "정상": {"precision": 0.95, "recall": 0.96, "f1": 0.95},
+    "졸음운전": {"precision": 0.99, "recall": 0.99, "f1": 0.99},
+    "물건찾기": {"precision": 0.94, "recall": 0.96, "f1": 0.95},
+    "휴대폰 사용": {"precision": 0.95, "recall": 0.93, "f1": 0.94},
     "운전자 폭행": {"precision": 1.00, "recall": 1.00, "f1": 1.00}
   }
 }

pytorch_model.bin

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:346b59e7df4bf056e98b43f7e4f6a43f495516429899f7301679cea380fac98a
+oid sha256:e6442f71cdbc76335fe751ada9eb7e9c4c6461d7beb82e52088bafa7e15107a5
 size 126244047