Changes to the dataset structure according to huggingface.

README.md

@@ -26,25 +26,23 @@ Researchers and engineers can use this dataset to:
 ```
 organized_dataset/
 ├── train/
-│   ├── 0/  # Negative samples
-│   │   ├── adv_0_labelfalse_pred1_SquareAttack.png
-│   │   ├── orig_0_labelfalse_SquareAttack.png
-│   │   └── ...
-│   └── 1/  # Positive samples
-│       ├── adv_1_labeltrue_pred0_SquareAttack.png
-│       ├── orig_1_labeltrue_SquareAttack.png
-│       └── ...
-├── perturbations/
+│   ├── 0/  # Negative samples (adversarial images only)
+│   │   └── adv_0_labelfalse_pred1_SquareAttack.png
+│   └── 1/  # Positive samples (adversarial images only)
+│       └── adv_1_labeltrue_pred0_SquareAttack.png
+├── originals/  # Original images
+│   ├── orig_0_labelfalse_SquareAttack.png
+│   └── orig_1_labeltrue_SquareAttack.png
+├── perturbations/  # Perturbation masks
 │   ├── perturbation_0_SquareAttack.png
-│   ├── perturbation_1_SquareAttack.png
-│   └── ...
+│   └── perturbation_1_SquareAttack.png
 └── dataset.json
 ```
 
 Each adversarial example consists of:
-- `adv_{id}_label{true/false}_pred{pred_label}_{attack_name}.png` → **Adversarial image** with model prediction
-- `orig_{id}_label{true/false}_{attack_name}.png` → **Original image** before perturbation
-- `perturbation_{id}_{attack_name}.png` → **The perturbation applied** to the original image
+- `train/{0,1}/adv_{id}_label{true/false}_pred{pred_label}_{attack_name}.png` → **Adversarial image** with model prediction
+- `originals/orig_{id}_label{true/false}_{attack_name}.png` → **Original image** before perturbation
+- `perturbations/perturbation_{id}_{attack_name}.png` → **The perturbation applied** to the original image
 - **Attack name in filename** indicates which method was used
 
 The `dataset.json` file contains detailed metadata for each sample, including:
@@ -54,7 +52,7 @@ The `dataset.json` file contains detailed metadata for each sample, including:
     "type": "black_box_attacks",
     "perturbation": "perturbations/perturbation_1_SquareAttack.png",
     "adversarial": "train/0/adv_1_labelfalse_pred1_SquareAttack.png",
-    "original": ["train/0/orig_1_labelfalse_SquareAttack.png"],
+    "original": "originals/orig_1_labelfalse_SquareAttack.png",
     "label": 0,
     "prediction": 1
 }
@@ -104,7 +102,7 @@ from pathlib import Path
 
 # Load the dataset information
 with open('organized_dataset/dataset.json', 'r') as f:
-    dataset_info = json.load(f)
+    dataset_info = json.load(f)["train"]["rows"]  # Access the rows in train split
 
 # Define transformation
 transform = transforms.Compose([
@@ -120,16 +118,16 @@ def load_image(image_path):
 # Example: Loading a set of related images (original, adversarial, and perturbation)
 for entry in dataset_info:
     # Load adversarial image
-    adv_path = Path('organized_dataset') / entry['adversarial']
+    adv_path = Path('organized_dataset') / entry['image_path']
     adv_image = load_image(adv_path)
     
     # Load original image
-    orig_path = Path('organized_dataset') / entry['original'][0]
+    orig_path = Path('organized_dataset') / entry['original_path']
     orig_image = load_image(orig_path)
     
     # Load perturbation if available
-    if entry['perturbation']:
-        pert_path = Path('organized_dataset') / entry['perturbation']
+    if entry['perturbation_path']:
+        pert_path = Path('organized_dataset') / entry['perturbation_path']
         pert_image = load_image(pert_path)
     
     # Access metadata

dataset.json

@@ -1,662 +1,576 @@
-[
-    {
-        "attack": "SimBA",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_2_SimBA.png",
-        "adversarial": "train/1/adv_2_SimBA.png",
-        "original": [
-            "train/1/orig_2_SimBA.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "SimBA",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_1_SimBA.png",
-        "adversarial": "train/1/adv_1_SimBA.png",
-        "original": [
-            "train/1/orig_1_SimBA.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "SimBA",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_0_SimBA.png",
-        "adversarial": "train/1/adv_0_SimBA.png",
-        "original": [
-            "train/1/orig_0_SimBA.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "SimBA",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_3_SimBA.png",
-        "adversarial": "train/1/adv_3_SimBA.png",
-        "original": [
-            "train/1/orig_3_SimBA.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "SimBA",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_4_SimBA.png",
-        "adversarial": "train/1/adv_4_SimBA.png",
-        "original": [
-            "train/1/orig_4_SimBA.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "SimBA",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_5_SimBA.png",
-        "adversarial": "train/1/adv_5_SimBA.png",
-        "original": [
-            "train/1/orig_5_SimBA.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "SimBA",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_7_SimBA.png",
-        "adversarial": "train/1/adv_7_SimBA.png",
-        "original": [
-            "train/1/orig_7_SimBA.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "SimBA",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_6_SimBA.png",
-        "adversarial": "train/1/adv_6_SimBA.png",
-        "original": [
-            "train/1/orig_6_SimBA.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "SimBA",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_9_SimBA.png",
-        "adversarial": "train/1/adv_9_SimBA.png",
-        "original": [
-            "train/1/orig_9_SimBA.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "SimBA",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_8_SimBA.png",
-        "adversarial": "train/1/adv_8_SimBA.png",
-        "original": [
-            "train/1/orig_8_SimBA.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "Boundary_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_2_Boundary_Attack.png",
-        "adversarial": "train/1/adv_2_Boundary_Attack.png",
-        "original": [
-            "train/1/orig_2_Boundary_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "Boundary_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_0_Boundary_Attack.png",
-        "adversarial": "train/1/adv_0_Boundary_Attack.png",
-        "original": [
-            "train/1/orig_0_Boundary_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "Boundary_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_1_Boundary_Attack.png",
-        "adversarial": "train/1/adv_1_Boundary_Attack.png",
-        "original": [
-            "train/1/orig_1_Boundary_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "Boundary_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_3_Boundary_Attack.png",
-        "adversarial": "train/1/adv_3_Boundary_Attack.png",
-        "original": [
-            "train/1/orig_3_Boundary_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "Boundary_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_4_Boundary_Attack.png",
-        "adversarial": "train/1/adv_4_Boundary_Attack.png",
-        "original": [
-            "train/1/orig_4_Boundary_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "Boundary_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_5_Boundary_Attack.png",
-        "adversarial": "train/1/adv_5_Boundary_Attack.png",
-        "original": [
-            "train/1/orig_5_Boundary_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "Boundary_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_7_Boundary_Attack.png",
-        "adversarial": "train/1/adv_7_Boundary_Attack.png",
-        "original": [
-            "train/1/orig_7_Boundary_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "Boundary_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_6_Boundary_Attack.png",
-        "adversarial": "train/1/adv_6_Boundary_Attack.png",
-        "original": [
-            "train/1/orig_6_Boundary_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "Boundary_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_9_Boundary_Attack.png",
-        "adversarial": "train/1/adv_9_Boundary_Attack.png",
-        "original": [
-            "train/1/orig_9_Boundary_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "Boundary_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_8_Boundary_Attack.png",
-        "adversarial": "train/1/adv_8_Boundary_Attack.png",
-        "original": [
-            "train/1/orig_8_Boundary_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "SpatialTransformation_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_2_SpatialTransformation_Attack.png",
-        "adversarial": "train/1/adv_2_SpatialTransformation_Attack.png",
-        "original": [
-            "train/1/orig_2_SpatialTransformation_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "SpatialTransformation_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_0_SpatialTransformation_Attack.png",
-        "adversarial": "train/1/adv_0_SpatialTransformation_Attack.png",
-        "original": [
-            "train/1/orig_0_SpatialTransformation_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "SpatialTransformation_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_1_SpatialTransformation_Attack.png",
-        "adversarial": "train/1/adv_1_SpatialTransformation_Attack.png",
-        "original": [
-            "train/1/orig_1_SpatialTransformation_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "SpatialTransformation_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_3_SpatialTransformation_Attack.png",
-        "adversarial": "train/1/adv_3_SpatialTransformation_Attack.png",
-        "original": [
-            "train/1/orig_3_SpatialTransformation_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "SpatialTransformation_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_4_SpatialTransformation_Attack.png",
-        "adversarial": "train/1/adv_4_SpatialTransformation_Attack.png",
-        "original": [
-            "train/1/orig_4_SpatialTransformation_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "SpatialTransformation_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_5_SpatialTransformation_Attack.png",
-        "adversarial": "train/1/adv_5_SpatialTransformation_Attack.png",
-        "original": [
-            "train/1/orig_5_SpatialTransformation_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "SpatialTransformation_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_7_SpatialTransformation_Attack.png",
-        "adversarial": "train/1/adv_7_SpatialTransformation_Attack.png",
-        "original": [
-            "train/1/orig_7_SpatialTransformation_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "SpatialTransformation_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_6_SpatialTransformation_Attack.png",
-        "adversarial": "train/1/adv_6_SpatialTransformation_Attack.png",
-        "original": [
-            "train/1/orig_6_SpatialTransformation_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "SpatialTransformation_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_9_SpatialTransformation_Attack.png",
-        "adversarial": "train/1/adv_9_SpatialTransformation_Attack.png",
-        "original": [
-            "train/1/orig_9_SpatialTransformation_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "SpatialTransformation_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_8_SpatialTransformation_Attack.png",
-        "adversarial": "train/1/adv_8_SpatialTransformation_Attack.png",
-        "original": [
-            "train/1/orig_8_SpatialTransformation_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "Enhanced_Square_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_2_Enhanced_Square_Attack.png",
-        "adversarial": "train/0/adv_2_Enhanced_Square_Attack.png",
-        "original": [
-            "train/0/orig_2_Enhanced_Square_Attack.png"
-        ],
-        "label": 0,
-        "prediction": NaN
-    },
-    {
-        "attack": "Enhanced_Square_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_3_Enhanced_Square_Attack.png",
-        "adversarial": "train/0/adv_3_Enhanced_Square_Attack.png",
-        "original": [
-            "train/0/orig_3_Enhanced_Square_Attack.png"
-        ],
-        "label": 0,
-        "prediction": NaN
-    },
-    {
-        "attack": "Enhanced_Square_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_1_Enhanced_Square_Attack.png",
-        "adversarial": "train/0/adv_1_Enhanced_Square_Attack.png",
-        "original": [
-            "train/0/orig_1_Enhanced_Square_Attack.png"
-        ],
-        "label": 0,
-        "prediction": NaN
-    },
-    {
-        "attack": "Enhanced_Square_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_5_Enhanced_Square_Attack.png",
-        "adversarial": "train/1/adv_5_Enhanced_Square_Attack.png",
-        "original": [
-            "train/1/orig_5_Enhanced_Square_Attack.png"
-        ],
-        "label": 1,
-        "prediction": NaN
-    },
-    {
-        "attack": "Enhanced_Square_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_0_Enhanced_Square_Attack.png",
-        "adversarial": "train/0/adv_0_Enhanced_Square_Attack.png",
-        "original": [
-            "train/0/orig_0_Enhanced_Square_Attack.png"
-        ],
-        "label": 0,
-        "prediction": NaN
-    },
-    {
-        "attack": "Enhanced_Square_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_4_Enhanced_Square_Attack.png",
-        "adversarial": "train/0/adv_4_Enhanced_Square_Attack.png",
-        "original": [
-            "train/0/orig_4_Enhanced_Square_Attack.png"
-        ],
-        "label": 0,
-        "prediction": NaN
-    },
-    {
-        "attack": "Enhanced_Square_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_6_Enhanced_Square_Attack.png",
-        "adversarial": "train/1/adv_6_Enhanced_Square_Attack.png",
-        "original": [
-            "train/1/orig_6_Enhanced_Square_Attack.png"
-        ],
-        "label": 1,
-        "prediction": NaN
-    },
-    {
-        "attack": "Enhanced_Square_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_7_Enhanced_Square_Attack.png",
-        "adversarial": "train/0/adv_7_Enhanced_Square_Attack.png",
-        "original": [
-            "train/0/orig_7_Enhanced_Square_Attack.png"
-        ],
-        "label": 0,
-        "prediction": NaN
-    },
-    {
-        "attack": "Enhanced_Square_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_9_Enhanced_Square_Attack.png",
-        "adversarial": "train/0/adv_9_Enhanced_Square_Attack.png",
-        "original": [
-            "train/0/orig_9_Enhanced_Square_Attack.png"
-        ],
-        "label": 0,
-        "prediction": NaN
-    },
-    {
-        "attack": "Enhanced_Square_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_8_Enhanced_Square_Attack.png",
-        "adversarial": "train/0/adv_8_Enhanced_Square_Attack.png",
-        "original": [
-            "train/0/orig_8_Enhanced_Square_Attack.png"
-        ],
-        "label": 0,
-        "prediction": NaN
-    },
-    {
-        "attack": "Zoo_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_2_Zoo_Attack.png",
-        "adversarial": "train/1/adv_2_Zoo_Attack.png",
-        "original": [
-            "train/1/orig_2_Zoo_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "Zoo_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_0_Zoo_Attack.png",
-        "adversarial": "train/1/adv_0_Zoo_Attack.png",
-        "original": [
-            "train/1/orig_0_Zoo_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "Zoo_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_1_Zoo_Attack.png",
-        "adversarial": "train/1/adv_1_Zoo_Attack.png",
-        "original": [
-            "train/1/orig_1_Zoo_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "Zoo_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_3_Zoo_Attack.png",
-        "adversarial": "train/1/adv_3_Zoo_Attack.png",
-        "original": [
-            "train/1/orig_3_Zoo_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "Zoo_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_4_Zoo_Attack.png",
-        "adversarial": "train/1/adv_4_Zoo_Attack.png",
-        "original": [
-            "train/1/orig_4_Zoo_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "Zoo_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_5_Zoo_Attack.png",
-        "adversarial": "train/1/adv_5_Zoo_Attack.png",
-        "original": [
-            "train/1/orig_5_Zoo_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "Zoo_Attack",
-        "type": "black_box_attacks",
-        "perturbation": "perturbations/perturbation_7_Zoo_Attack.png",
-        "adversarial": "train/1/adv_7_Zoo_Attack.png",
-        "original": [
-            "train/1/orig_7_Zoo_Attack.png"
-        ],
-        "label": 1,
-        "prediction": 0
-    },
-    {
-        "attack": "Zoo_Attack",
-        "type": "black_box_attacks",
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+}