diff --git a/README.md b/README.md index 0ff029c03e18364f2033c3ce056903b2bf787c21..ccb9c583efec315c9f24a74132eae0a3d72dae95 100644 --- a/README.md +++ b/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 diff --git a/dataset.json b/dataset.json index d3fa54c0e345e43011d4c9194a921c3d758a170c..228d67c26ae1ab478ceb3e207320402bc37ac617 100644 --- a/dataset.json +++ b/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", - "perturbation": "perturbations/perturbation_6_Zoo_Attack.png", - "adversarial": "train/1/adv_6_Zoo_Attack.png", - "original": [ - "train/1/orig_6_Zoo_Attack.png" - ], - "label": 1, - "prediction": 0 - }, - { - "attack": "Zoo_Attack", - "type": "black_box_attacks", - "perturbation": "perturbations/perturbation_9_Zoo_Attack.png", - "adversarial": "train/1/adv_9_Zoo_Attack.png", - "original": [ - "train/1/orig_9_Zoo_Attack.png" - ], - "label": 1, - "prediction": 0 - }, - { - "attack": "Zoo_Attack", - "type": "black_box_attacks", - "perturbation": "perturbations/perturbation_8_Zoo_Attack.png", - "adversarial": "train/1/adv_8_Zoo_Attack.png", - "original": [ - "train/1/orig_8_Zoo_Attack.png" - ], - "label": 1, - "prediction": 0 - }, - { - "attack": "HopSkipJump_Attack", - "type": "black_box_attacks", - "perturbation": "perturbations/perturbation_2_HopSkipJump_Attack.png", - "adversarial": "train/0/adv_2_HopSkipJump_Attack.png", - "original": [ - "train/0/orig_2_HopSkipJump_Attack.png" - ], - "label": 0, - "prediction": NaN - }, - { - "attack": "HopSkipJump_Attack", - "type": "black_box_attacks", - "perturbation": "perturbations/perturbation_3_HopSkipJump_Attack.png", - "adversarial": "train/0/adv_3_HopSkipJump_Attack.png", - "original": [ - "train/0/orig_3_HopSkipJump_Attack.png" - ], - "label": 0, - "prediction": NaN - }, - { - "attack": "HopSkipJump_Attack", - "type": 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rename to perturbations/transformation_6_SpatialTransformation_Attack.png diff --git a/perturbations/perturbation_7_SpatialTransformation_Attack.png b/perturbations/transformation_7_SpatialTransformation_Attack.png similarity index 100% rename from perturbations/perturbation_7_SpatialTransformation_Attack.png rename to perturbations/transformation_7_SpatialTransformation_Attack.png diff --git a/perturbations/perturbation_8_SpatialTransformation_Attack.png b/perturbations/transformation_8_SpatialTransformation_Attack.png similarity index 100% rename from perturbations/perturbation_8_SpatialTransformation_Attack.png rename to perturbations/transformation_8_SpatialTransformation_Attack.png diff --git a/perturbations/perturbation_9_SpatialTransformation_Attack.png b/perturbations/transformation_9_SpatialTransformation_Attack.png similarity index 100% rename from perturbations/perturbation_9_SpatialTransformation_Attack.png rename to perturbations/transformation_9_SpatialTransformation_Attack.png diff --git a/prepare_dataset.py b/prepare_dataset.py index a421e2854bf298e432a387fb6f6474a2f1f9ba94..660d00da6120950a5906e6805e97d9b8699599a4 100644 --- a/prepare_dataset.py +++ b/prepare_dataset.py @@ -67,8 +67,9 @@ def organize_dataset(base_path, cleanup_original=False): # Create directory structure for label in labels: (output_base / 'train' / label).mkdir(parents=True, exist_ok=True) - # Create perturbations directory + # Create perturbations and originals directories (output_base / 'perturbations').mkdir(parents=True, exist_ok=True) + (output_base / 'originals').mkdir(parents=True, exist_ok=True) # Dictionary to store dataset information dataset_entries = [] @@ -134,7 +135,10 @@ def organize_dataset(base_path, cleanup_original=False): if img_type == 'perturbation': dest = output_base / 'perturbations' rel_path = f"perturbations/{new_filename}" - else: + elif img_type == 'original': + dest = output_base / 'originals' + rel_path = f"originals/{new_filename}" + else: # adversarial images go to train folders dest = dest_folder rel_path = f"train/{label_str}/{new_filename}" @@ -151,9 +155,39 @@ def organize_dataset(base_path, cleanup_original=False): if entry["perturbation"] or entry["adversarial"] or entry["original"]: dataset_entries.append(entry) - # Save dataset.json + # Create Hugging Face compatible dataset.json + hf_dataset = { + "train": { + "features": { + "image_path": {"dtype": "string", "_type": "Value"}, + "label": {"dtype": "int64", "_type": "Value"}, + "prediction": {"dtype": "int64", "_type": "Value"}, + "attack": {"dtype": "string", "_type": "Value"}, + "attack_type": {"dtype": "string", "_type": "Value"}, + "perturbation_path": {"dtype": "string", "_type": "Value"}, + "original_path": {"dtype": "string", "_type": "Value"} + }, + "rows": [] + } + } + + # Convert entries to Hugging Face format + for entry in dataset_entries: + if entry["adversarial"]: # Only include entries that have adversarial images + hf_entry = { + "image_path": entry["adversarial"], + "label": entry["label"], + "prediction": entry["prediction"] if entry["prediction"] is not None else -1, + "attack": entry["attack"], + "attack_type": entry["type"], + "perturbation_path": entry["perturbation"] if entry["perturbation"] else "", + "original_path": entry["original"][0] if entry["original"] else "" + } + hf_dataset["train"]["rows"].append(hf_entry) + + # Save Hugging Face compatible dataset.json with open(output_base / "dataset.json", 'w') as f: - json.dump(dataset_entries, f, indent=4) + json.dump(hf_dataset, f, indent=4) # If cleanup is requested and everything was successful if cleanup_original: