Hugging Face's logo

Datasets:
lens-ai
/
adversarial_pcam

Tasks:
Image Classification
Modalities:
Image
Formats:
imagefolder
Size:
< 1K
Tags:
adversarial
image-classification
robustness
deep-learning
computer-vision
Libraries:
Datasets
Dataset card Data Studio Files
xet
Community
1
Venkata Pydipalli commited on
Commit
3cfc838
·
1 Parent(s): 6b0f55f

Format changed for the dataset.

Browse files
This view is limited to 50 files because it contains too many changes.   See raw diff
Files changed (50) hide show
  1. README.md +80 -50
  2. dataset.json +662 -364
  3. perturbations/perturbation_0_Boundary_Attack.png +0 -0
  4. perturbations/perturbation_0_Enhanced_Square_Attack.png +0 -0
  5. perturbations/perturbation_0_HopSkipJump_Attack.png +0 -0
  6. perturbations/perturbation_0_SimBA.png +0 -0
  7. perturbations/perturbation_0_SpatialTransformation_Attack.png +0 -0
  8. perturbations/perturbation_0_Zoo_Attack.png +0 -0
  9. perturbations/perturbation_1_Boundary_Attack.png +0 -0
  10. perturbations/perturbation_1_Enhanced_Square_Attack.png +0 -0
  11. perturbations/perturbation_1_HopSkipJump_Attack.png +0 -0
  12. perturbations/perturbation_1_SimBA.png +0 -0
  13. perturbations/perturbation_1_SpatialTransformation_Attack.png +0 -0
  14. perturbations/perturbation_1_Zoo_Attack.png +0 -0
  15. perturbations/perturbation_2_Boundary_Attack.png +0 -0
  16. perturbations/perturbation_2_Enhanced_Square_Attack.png +0 -0
  17. perturbations/perturbation_2_HopSkipJump_Attack.png +0 -0
  18. perturbations/perturbation_2_SimBA.png +0 -0
  19. perturbations/perturbation_2_SpatialTransformation_Attack.png +0 -0
  20. perturbations/perturbation_2_Zoo_Attack.png +0 -0
  21. perturbations/perturbation_3_Boundary_Attack.png +0 -0
  22. perturbations/perturbation_3_Enhanced_Square_Attack.png +0 -0
  23. perturbations/perturbation_3_HopSkipJump_Attack.png +0 -0
  24. perturbations/perturbation_3_SimBA.png +0 -0
  25. perturbations/perturbation_3_SpatialTransformation_Attack.png +0 -0
  26. perturbations/perturbation_3_Zoo_Attack.png +0 -0
  27. perturbations/perturbation_4_Boundary_Attack.png +0 -0
  28. perturbations/perturbation_4_Enhanced_Square_Attack.png +0 -0
  29. perturbations/perturbation_4_HopSkipJump_Attack.png +0 -0
  30. perturbations/perturbation_4_SimBA.png +0 -0
  31. perturbations/perturbation_4_SpatialTransformation_Attack.png +0 -0
  32. perturbations/perturbation_4_Zoo_Attack.png +0 -0
  33. perturbations/perturbation_5_Boundary_Attack.png +0 -0
  34. perturbations/perturbation_5_Enhanced_Square_Attack.png +0 -0
  35. perturbations/perturbation_5_HopSkipJump_Attack.png +0 -0
  36. perturbations/perturbation_5_SimBA.png +0 -0
  37. perturbations/perturbation_5_SpatialTransformation_Attack.png +0 -0
  38. perturbations/perturbation_5_Zoo_Attack.png +0 -0
  39. perturbations/perturbation_6_Boundary_Attack.png +0 -0
  40. perturbations/perturbation_6_Enhanced_Square_Attack.png +0 -0
  41. perturbations/perturbation_6_HopSkipJump_Attack.png +0 -0
  42. perturbations/perturbation_6_SimBA.png +0 -0
  43. perturbations/perturbation_6_SpatialTransformation_Attack.png +0 -0
  44. perturbations/perturbation_6_Zoo_Attack.png +0 -0
  45. perturbations/perturbation_7_Boundary_Attack.png +0 -0
  46. perturbations/perturbation_7_Enhanced_Square_Attack.png +0 -0
  47. perturbations/perturbation_7_HopSkipJump_Attack.png +0 -0
  48. perturbations/perturbation_7_SimBA.png +0 -0
  49. perturbations/perturbation_7_SpatialTransformation_Attack.png +0 -0
  50. perturbations/perturbation_7_Zoo_Attack.png +0 -0
README.md CHANGED
@@ -1,4 +1,16 @@
1
  ---
 
 
 
 
 
 
 
 
 
 
 
 
2
  tags:
3
  - adversarial
4
  - image-classification
@@ -16,80 +28,101 @@ This dataset contains adversarial examples generated using various attack techni
16
  **[lens-ai/clip-vit-base-patch32_pcam_finetuned](https://huggingface.co/lens-ai/clip-vit-base-patch32_pcam_finetuned)**.
17
 
18
  Researchers and engineers can use this dataset to:
19
- - Evaluate model robustness against adversarial attacks.
20
- - Train models with adversarial data for improved resilience.
21
- - Benchmark new adversarial defense mechanisms.
22
 
23
  ---
24
 
25
  ## **📂 Dataset Structure**
26
- adv_datasets/ │── black_box_attacks/ │ │── HopSkipJump/ │ │ ├── adv_0_labelfalse.png │ │ ├── adv_0_labelfalse_pred1.png │ │ ├── orig_0_labelfalse.png │ │ ├── perturbation_0.png │ │── Square_Attack/ │ │── SimBA/ │ │── Zoo_Attack/ │── non_black_box_attacks/ │ │── Boundary_Attack/ │ │── Spatial_Transformation_Attack/ │ │── Pixel_Attack/ │── attack_success_rates.json # Metrics for each attack on your fine-tuned model │── metadata.json # Dataset metadata │── README.md # Hugging Face Dataset Description
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
27
 
 
 
 
 
 
28
 
29
- Each adversarial image is stored in a structured format:
30
- - `adv_{id}_labelfalse.png` → **Adversarial image** generated for a given input.
31
- - `adv_{id}_labelfalse_pred{pred_label}.png` → **Adversarial image with model prediction.**
32
- - `orig_{id}_*.png` → **Original image** before perturbation.
33
- - `perturbation_{id}.png` → **The perturbation applied to the original image.**
34
- - **Subdirectories represent attack methods** (black-box vs. non-black-box).
 
 
 
 
 
 
35
 
36
  ---
37
 
38
- ## **🔹 Attack Types Explained**
39
- The dataset contains **black-box** and **non-black-box** adversarial attacks.
40
 
41
- ### **1️⃣ Black-Box Attacks (No access to model gradients)**
42
- These attacks do **not** require knowledge of the model’s internal structure.
43
 
44
  #### **🔹 HopSkipJump Attack**
45
- - A query-efficient black-box attack that estimates gradients and generates adversarial samples.
46
- - Based on **decision boundary approximation**.
47
-
48
- #### **🔹 Square Attack**
49
- - A score-based black-box attack that applies **random pixel perturbations**.
50
- - Works well in high-dimensional spaces.
51
-
52
- #### **🔹 SimBA (Simple Black-box Attack)**
53
- - Uses **random perturbations** to mislead the model while reducing query complexity.
54
 
55
  #### **🔹 Zoo Attack**
56
- - A zeroth-order optimization (ZOO) attack that estimates gradients via **finite-difference methods**.
 
57
 
58
- ---
 
59
 
60
- ### **2️⃣ Non-Black-Box Attacks (Requires model gradients)**
61
- These attacks assume **access to the model's parameters and gradients**.
 
62
 
63
  #### **🔹 Boundary Attack**
64
- - A query-efficient attack that **moves samples along the decision boundary** with minimal perturbation.
 
65
 
66
  #### **🔹 Spatial Transformation Attack**
67
- - Uses **rotation, scaling, and translation** to deceive the model without pixel-level perturbations.
68
-
69
- #### **🔹 Pixel Attack**
70
- - Modifies only a **few pixels** in the image to change the model’s prediction.
71
 
72
  ---
73
 
74
- ## Usage of the Dataset
75
 
76
  ```python
77
-
78
  from datasets import load_dataset
79
  import torch
80
  from torchvision import transforms
81
  from PIL import Image
82
 
83
- # Load the dataset from Hugging Face
84
- dataset = load_dataset("lens-ai/adversarial_pcam")
85
 
86
- # Define transformation for training
87
  transform = transforms.Compose([
88
  transforms.Resize((224, 224)),
89
  transforms.ToTensor()
90
  ])
91
 
92
- # Load an image and apply transformations
93
  def process_sample(example):
94
  img = Image.open(example["image"]).convert("RGB")
95
  return {"image": transform(img), "label": example["label"]}
@@ -103,29 +136,26 @@ label = dataset["train"][0]["label"]
103
 
104
  print("Label:", label)
105
  print("Image shape:", img_tensor.shape) # Should be (3, 224, 224)
106
-
107
  ```
108
 
109
-
110
  ## **📊 Attack Success Rates**
111
- The dataset includes `attack_success_rates.json`, which provides:
112
- - **Success rates for each attack** on `clip-vit-base-patch32_pcam_finetuned`.
113
- - Average confidence scores before and after attack.
114
-
115
- Example:
116
  ```json
117
  {
118
  "HopSkipJump": {"success_rate": 14},
119
- "Square_Attack": {"success_rate": 22}
120
- "Boundary_Attack": {"success_rate": 98}
121
- "SimBA": {"success_rate": 99}
122
- "SpatialTransformation_Attack": 99}
123
  }
 
124
 
 
 
125
  @article{lensai2025adversarial,
126
  title={Adversarial PCAM Dataset},
127
  author={LensAI Team},
128
  year={2025},
129
  url={https://huggingface.co/datasets/lens-ai/adversarial_pcam}
130
  }
131
-
 
1
  ---
2
+ tags:
3
+ - adversarial
4
+ - image-classification
5
+ - robustness
6
+ - deep-learning
7
+ - computer-vision
8
+ task_categories:
9
+ - image-classification
10
+ model:
11
+ - lens-ai/clip-vit-base-patch32_pcam_finetuned
12
+ ---
13
+ ---
14
  tags:
15
  - adversarial
16
  - image-classification
 
28
  **[lens-ai/clip-vit-base-patch32_pcam_finetuned](https://huggingface.co/lens-ai/clip-vit-base-patch32_pcam_finetuned)**.
29
 
30
  Researchers and engineers can use this dataset to:
31
+ - Evaluate model robustness against adversarial attacks
32
+ - Train models with adversarial data for improved resilience
33
+ - Benchmark new adversarial defense mechanisms
34
 
35
  ---
36
 
37
  ## **📂 Dataset Structure**
38
+ ```
39
+ organized_dataset/
40
+ ├── train/
41
+ │ ├── 0/ # Negative samples
42
+ │ │ ├── adv_0_labelfalse_pred1_SquareAttack.png
43
+ │ │ ├── orig_0_labelfalse_SquareAttack.png
44
+ │ │ └── ...
45
+ │ └── 1/ # Positive samples
46
+ │ ├── adv_1_labeltrue_pred0_SquareAttack.png
47
+ │ ├── orig_1_labeltrue_SquareAttack.png
48
+ │ └── ...
49
+ ├── perturbations/
50
+ │ ├── perturbation_0_SquareAttack.png
51
+ │ ├── perturbation_1_SquareAttack.png
52
+ │ └── ...
53
+ └── dataset.json
54
+ ```
55
 
56
+ Each adversarial example consists of:
57
+ - `adv_{id}_label{true/false}_pred{pred_label}_{attack_name}.png` → **Adversarial image** with model prediction
58
+ - `orig_{id}_label{true/false}_{attack_name}.png` → **Original image** before perturbation
59
+ - `perturbation_{id}_{attack_name}.png` → **The perturbation applied** to the original image
60
+ - **Attack name in filename** indicates which method was used
61
 
62
+ The `dataset.json` file contains detailed metadata for each sample, including:
63
+ ```json
64
+ {
65
+ "attack": "SquareAttack",
66
+ "type": "black_box_attacks",
67
+ "perturbation": "perturbations/perturbation_1_SquareAttack.png",
68
+ "adversarial": "train/0/adv_1_labelfalse_pred1_SquareAttack.png",
69
+ "original": ["train/0/orig_1_labelfalse_SquareAttack.png"],
70
+ "label": 0,
71
+ "prediction": 1
72
+ }
73
+ ```
74
 
75
  ---
76
 
77
+ ## **🔹 Attack Types**
78
+ The dataset contains both black-box and non-black-box adversarial attacks.
79
 
80
+ ### **1️⃣ Black-Box Attacks**
81
+ These attacks do not require access to model gradients:
82
 
83
  #### **🔹 HopSkipJump Attack**
84
+ - Query-efficient black-box attack that estimates gradients
85
+ - Based on decision boundary approximation
 
 
 
 
 
 
 
86
 
87
  #### **🔹 Zoo Attack**
88
+ - Zeroth-order optimization (ZOO) attack
89
+ - Estimates gradients via finite-difference methods
90
 
91
+ ### **2️⃣ Non-Black-Box Attacks**
92
+ These attacks require access to model gradients:
93
 
94
+ #### **🔹 SimBA (Simple Black-box Attack)**
95
+ - Uses random perturbations to mislead the model
96
+ - Reduces query complexity
97
 
98
  #### **🔹 Boundary Attack**
99
+ - Query-efficient attack moving along decision boundary
100
+ - Minimizes perturbation size
101
 
102
  #### **🔹 Spatial Transformation Attack**
103
+ - Uses rotation, scaling, and translation
104
+ - No pixel-level perturbations required
 
 
105
 
106
  ---
107
 
108
+ ## Usage
109
 
110
  ```python
 
111
  from datasets import load_dataset
112
  import torch
113
  from torchvision import transforms
114
  from PIL import Image
115
 
116
+ # Load the dataset
117
+ dataset = load_dataset("your-org/adversarial_pcam")
118
 
119
+ # Define transformation
120
  transform = transforms.Compose([
121
  transforms.Resize((224, 224)),
122
  transforms.ToTensor()
123
  ])
124
 
125
+ # Process samples
126
  def process_sample(example):
127
  img = Image.open(example["image"]).convert("RGB")
128
  return {"image": transform(img), "label": example["label"]}
 
136
 
137
  print("Label:", label)
138
  print("Image shape:", img_tensor.shape) # Should be (3, 224, 224)
 
139
  ```
140
 
 
141
  ## **📊 Attack Success Rates**
142
+ Success rates for each attack on the target model:
 
 
 
 
143
  ```json
144
  {
145
  "HopSkipJump": {"success_rate": 14},
146
+ "Zoo_Attack": {"success_rate": 22},
147
+ "SimBA": {"success_rate": 99},
148
+ "Boundary_Attack": {"success_rate": 98},
149
+ "SpatialTransformation_Attack": {"success_rate": 99}
150
  }
151
+ ```
152
 
153
+ ## Citation
154
+ ```bibtex
155
  @article{lensai2025adversarial,
156
  title={Adversarial PCAM Dataset},
157
  author={LensAI Team},
158
  year={2025},
159
  url={https://huggingface.co/datasets/lens-ai/adversarial_pcam}
160
  }
161
+ ```
dataset.json CHANGED
@@ -1,364 +1,662 @@
1
- {
2
- "train": [
3
- {
4
- "attack": "HopSkipJump_Attack",
5
- "type": "black_box",
6
- "perturbation": "black_box_attacks/HopSkipJump_Attack/perturbation_2.png",
7
- "adversarial": "black_box_attacks/HopSkipJump_Attack/adv_2_labelFalse.png",
8
- "original": [
9
- "black_box_attacks/HopSkipJump_Attack/orig_2_labelFalse.png"
10
- ]
11
- },
12
- {
13
- "attack": "HopSkipJump_Attack",
14
- "type": "black_box",
15
- "perturbation": "black_box_attacks/HopSkipJump_Attack/perturbation_3.png",
16
- "adversarial": "black_box_attacks/HopSkipJump_Attack/adv_3_labelFalse.png",
17
- "original": [
18
- "black_box_attacks/HopSkipJump_Attack/orig_3_labelFalse.png"
19
- ]
20
- },
21
- {
22
- "attack": "HopSkipJump_Attack",
23
- "type": "black_box",
24
- "perturbation": "black_box_attacks/HopSkipJump_Attack/perturbation_1.png",
25
- "adversarial": "black_box_attacks/HopSkipJump_Attack/adv_1_labelFalse.png",
26
- "original": [
27
- "black_box_attacks/HopSkipJump_Attack/orig_1_labelFalse.png"
28
- ]
29
- },
30
- {
31
- "attack": "HopSkipJump_Attack",
32
- "type": "black_box",
33
- "perturbation": "black_box_attacks/HopSkipJump_Attack/perturbation_0.png",
34
- "adversarial": "black_box_attacks/HopSkipJump_Attack/adv_0_labelFalse.png",
35
- "original": [
36
- "black_box_attacks/HopSkipJump_Attack/orig_0_labelFalse.png"
37
- ]
38
- },
39
- {
40
- "attack": "HopSkipJump_Attack",
41
- "type": "black_box",
42
- "perturbation": "black_box_attacks/HopSkipJump_Attack/perturbation_4.png",
43
- "adversarial": "black_box_attacks/HopSkipJump_Attack/adv_4_labelFalse.png",
44
- "original": [
45
- "black_box_attacks/HopSkipJump_Attack/orig_4_labelFalse.png"
46
- ]
47
- },
48
- {
49
- "attack": "HopSkipJump_Attack",
50
- "type": "black_box",
51
- "perturbation": "black_box_attacks/HopSkipJump_Attack/perturbation_5.png",
52
- "adversarial": "black_box_attacks/HopSkipJump_Attack/adv_5_labelTrue.png",
53
- "original": [
54
- "black_box_attacks/HopSkipJump_Attack/orig_5_labelTrue.png"
55
- ]
56
- },
57
- {
58
- "attack": "HopSkipJump_Attack",
59
- "type": "black_box",
60
- "perturbation": "black_box_attacks/HopSkipJump_Attack/perturbation_7.png",
61
- "adversarial": "black_box_attacks/HopSkipJump_Attack/adv_7_labelFalse.png",
62
- "original": [
63
- "black_box_attacks/HopSkipJump_Attack/orig_7_labelFalse.png"
64
- ]
65
- },
66
- {
67
- "attack": "HopSkipJump_Attack",
68
- "type": "black_box",
69
- "perturbation": "black_box_attacks/HopSkipJump_Attack/perturbation_6.png",
70
- "adversarial": "black_box_attacks/HopSkipJump_Attack/adv_6_labelTrue.png",
71
- "original": [
72
- "black_box_attacks/HopSkipJump_Attack/orig_6_labelTrue.png"
73
- ]
74
- },
75
- {
76
- "attack": "HopSkipJump_Attack",
77
- "type": "black_box",
78
- "perturbation": "black_box_attacks/HopSkipJump_Attack/perturbation_8.png",
79
- "adversarial": "black_box_attacks/HopSkipJump_Attack/adv_8_labelFalse.png",
80
- "original": [
81
- "black_box_attacks/HopSkipJump_Attack/orig_8_labelFalse.png"
82
- ]
83
- },
84
- {
85
- "attack": "HopSkipJump_Attack",
86
- "type": "black_box",
87
- "perturbation": "black_box_attacks/HopSkipJump_Attack/perturbation_9.png",
88
- "adversarial": "black_box_attacks/HopSkipJump_Attack/adv_9_labelFalse.png",
89
- "original": [
90
- "black_box_attacks/HopSkipJump_Attack/orig_9_labelFalse.png"
91
- ]
92
- },
93
- {
94
- "attack": "Enhanced_Square_Attack",
95
- "type": "black_box",
96
- "perturbation": "black_box_attacks/Enhanced_Square_Attack/perturbation_2.png",
97
- "adversarial": "black_box_attacks/Enhanced_Square_Attack/adv_2_labelFalse.png",
98
- "original": [
99
- "black_box_attacks/Enhanced_Square_Attack/orig_2_labelFalse.png"
100
- ]
101
- },
102
- {
103
- "attack": "Enhanced_Square_Attack",
104
- "type": "black_box",
105
- "perturbation": "black_box_attacks/Enhanced_Square_Attack/perturbation_3.png",
106
- "adversarial": "black_box_attacks/Enhanced_Square_Attack/adv_3_labelFalse.png",
107
- "original": [
108
- "black_box_attacks/Enhanced_Square_Attack/orig_3_labelFalse.png"
109
- ]
110
- },
111
- {
112
- "attack": "Enhanced_Square_Attack",
113
- "type": "black_box",
114
- "perturbation": "black_box_attacks/Enhanced_Square_Attack/perturbation_1.png",
115
- "adversarial": "black_box_attacks/Enhanced_Square_Attack/adv_1_labelFalse.png",
116
- "original": [
117
- "black_box_attacks/Enhanced_Square_Attack/orig_1_labelFalse.png"
118
- ]
119
- },
120
- {
121
- "attack": "Enhanced_Square_Attack",
122
- "type": "black_box",
123
- "perturbation": "black_box_attacks/Enhanced_Square_Attack/perturbation_0.png",
124
- "adversarial": "black_box_attacks/Enhanced_Square_Attack/adv_0_labelFalse.png",
125
- "original": [
126
- "black_box_attacks/Enhanced_Square_Attack/orig_0_labelFalse.png"
127
- ]
128
- },
129
- {
130
- "attack": "Enhanced_Square_Attack",
131
- "type": "black_box",
132
- "perturbation": "black_box_attacks/Enhanced_Square_Attack/perturbation_4.png",
133
- "adversarial": "black_box_attacks/Enhanced_Square_Attack/adv_4_labelFalse.png",
134
- "original": [
135
- "black_box_attacks/Enhanced_Square_Attack/orig_4_labelFalse.png"
136
- ]
137
- },
138
- {
139
- "attack": "Enhanced_Square_Attack",
140
- "type": "black_box",
141
- "perturbation": "black_box_attacks/Enhanced_Square_Attack/perturbation_5.png",
142
- "adversarial": "black_box_attacks/Enhanced_Square_Attack/adv_5_labelTrue.png",
143
- "original": [
144
- "black_box_attacks/Enhanced_Square_Attack/orig_5_labelTrue.png"
145
- ]
146
- },
147
- {
148
- "attack": "Enhanced_Square_Attack",
149
- "type": "black_box",
150
- "perturbation": "black_box_attacks/Enhanced_Square_Attack/perturbation_7.png",
151
- "adversarial": "black_box_attacks/Enhanced_Square_Attack/adv_7_labelFalse.png",
152
- "original": [
153
- "black_box_attacks/Enhanced_Square_Attack/orig_7_labelFalse.png"
154
- ]
155
- },
156
- {
157
- "attack": "Enhanced_Square_Attack",
158
- "type": "black_box",
159
- "perturbation": "black_box_attacks/Enhanced_Square_Attack/perturbation_6.png",
160
- "adversarial": "black_box_attacks/Enhanced_Square_Attack/adv_6_labelTrue.png",
161
- "original": [
162
- "black_box_attacks/Enhanced_Square_Attack/orig_6_labelTrue.png"
163
- ]
164
- },
165
- {
166
- "attack": "Enhanced_Square_Attack",
167
- "type": "black_box",
168
- "perturbation": "black_box_attacks/Enhanced_Square_Attack/perturbation_8.png",
169
- "adversarial": "black_box_attacks/Enhanced_Square_Attack/adv_8_labelFalse.png",
170
- "original": [
171
- "black_box_attacks/Enhanced_Square_Attack/orig_8_labelFalse.png"
172
- ]
173
- },
174
- {
175
- "attack": "Enhanced_Square_Attack",
176
- "type": "black_box",
177
- "perturbation": "black_box_attacks/Enhanced_Square_Attack/perturbation_9.png",
178
- "adversarial": "black_box_attacks/Enhanced_Square_Attack/adv_9_labelFalse.png",
179
- "original": [
180
- "black_box_attacks/Enhanced_Square_Attack/orig_9_labelFalse.png"
181
- ]
182
- },
183
- {
184
- "attack": "Boundary_Attack",
185
- "type": "non_black_box",
186
- "perturbation": "non_black_box_attacks/Boundary_Attack/perturbation_2.png",
187
- "adversarial": "non_black_box_attacks/Boundary_Attack/adv_2_labelTrue_pred0.png",
188
- "original": [
189
- "non_black_box_attacks/Boundary_Attack/orig_2_labelTrue_pred1.png"
190
- ]
191
- },
192
- {
193
- "attack": "Boundary_Attack",
194
- "type": "non_black_box",
195
- "perturbation": "non_black_box_attacks/Boundary_Attack/perturbation_3.png",
196
- "adversarial": "non_black_box_attacks/Boundary_Attack/adv_3_labelTrue_pred0.png",
197
- "original": [
198
- "non_black_box_attacks/Boundary_Attack/orig_3_labelTrue_pred1.png"
199
- ]
200
- },
201
- {
202
- "attack": "Boundary_Attack",
203
- "type": "non_black_box",
204
- "perturbation": "non_black_box_attacks/Boundary_Attack/perturbation_1.png",
205
- "adversarial": "non_black_box_attacks/Boundary_Attack/adv_1_labelTrue_pred0.png",
206
- "original": [
207
- "non_black_box_attacks/Boundary_Attack/orig_1_labelTrue_pred1.png"
208
- ]
209
- },
210
- {
211
- "attack": "Boundary_Attack",
212
- "type": "non_black_box",
213
- "perturbation": "non_black_box_attacks/Boundary_Attack/perturbation_0.png",
214
- "adversarial": "non_black_box_attacks/Boundary_Attack/adv_0_labelTrue_pred0.png",
215
- "original": [
216
- "non_black_box_attacks/Boundary_Attack/orig_0_labelTrue_pred1.png"
217
- ]
218
- },
219
- {
220
- "attack": "Boundary_Attack",
221
- "type": "non_black_box",
222
- "perturbation": "non_black_box_attacks/Boundary_Attack/perturbation_4.png",
223
- "adversarial": "non_black_box_attacks/Boundary_Attack/adv_4_labelTrue_pred0.png",
224
- "original": [
225
- "non_black_box_attacks/Boundary_Attack/orig_4_labelTrue_pred1.png"
226
- ]
227
- },
228
- {
229
- "attack": "Boundary_Attack",
230
- "type": "non_black_box",
231
- "perturbation": "non_black_box_attacks/Boundary_Attack/perturbation_5.png",
232
- "adversarial": "non_black_box_attacks/Boundary_Attack/adv_5_labelTrue_pred0.png",
233
- "original": [
234
- "non_black_box_attacks/Boundary_Attack/orig_5_labelTrue_pred1.png"
235
- ]
236
- },
237
- {
238
- "attack": "Boundary_Attack",
239
- "type": "non_black_box",
240
- "perturbation": "non_black_box_attacks/Boundary_Attack/perturbation_7.png",
241
- "adversarial": "non_black_box_attacks/Boundary_Attack/adv_7_labelTrue_pred0.png",
242
- "original": [
243
- "non_black_box_attacks/Boundary_Attack/orig_7_labelTrue_pred1.png"
244
- ]
245
- },
246
- {
247
- "attack": "Boundary_Attack",
248
- "type": "non_black_box",
249
- "perturbation": "non_black_box_attacks/Boundary_Attack/perturbation_6.png",
250
- "adversarial": "non_black_box_attacks/Boundary_Attack/adv_6_labelTrue_pred0.png",
251
- "original": [
252
- "non_black_box_attacks/Boundary_Attack/orig_6_labelTrue_pred1.png"
253
- ]
254
- },
255
- {
256
- "attack": "Boundary_Attack",
257
- "type": "non_black_box",
258
- "perturbation": "non_black_box_attacks/Boundary_Attack/perturbation_8.png",
259
- "adversarial": "non_black_box_attacks/Boundary_Attack/adv_8_labelTrue_pred0.png",
260
- "original": [
261
- "non_black_box_attacks/Boundary_Attack/orig_8_labelTrue_pred1.png"
262
- ]
263
- },
264
- {
265
- "attack": "Boundary_Attack",
266
- "type": "non_black_box",
267
- "perturbation": "non_black_box_attacks/Boundary_Attack/perturbation_9.png",
268
- "adversarial": "non_black_box_attacks/Boundary_Attack/adv_9_labelTrue_pred0.png",
269
- "original": [
270
- "non_black_box_attacks/Boundary_Attack/orig_9_labelTrue_pred1.png"
271
- ]
272
- },
273
- {
274
- "attack": "SimBA",
275
- "type": "non_black_box",
276
- "perturbation": "non_black_box_attacks/SimBA/perturbation_2.png",
277
- "adversarial": "non_black_box_attacks/SimBA/adv_2_labelTrue_pred0.png",
278
- "original": [
279
- "non_black_box_attacks/SimBA/orig_2_labelTrue_pred0.png"
280
- ]
281
- },
282
- {
283
- "attack": "SimBA",
284
- "type": "non_black_box",
285
- "perturbation": "non_black_box_attacks/SimBA/perturbation_3.png",
286
- "adversarial": "non_black_box_attacks/SimBA/adv_3_labelTrue_pred0.png",
287
- "original": [
288
- "non_black_box_attacks/SimBA/orig_3_labelTrue_pred0.png"
289
- ]
290
- },
291
- {
292
- "attack": "SimBA",
293
- "type": "non_black_box",
294
- "perturbation": "non_black_box_attacks/SimBA/perturbation_1.png",
295
- "adversarial": "non_black_box_attacks/SimBA/adv_1_labelTrue_pred0.png",
296
- "original": [
297
- "non_black_box_attacks/SimBA/orig_1_labelTrue_pred1.png"
298
- ]
299
- },
300
- {
301
- "attack": "SimBA",
302
- "type": "non_black_box",
303
- "perturbation": "non_black_box_attacks/SimBA/perturbation_0.png",
304
- "adversarial": "non_black_box_attacks/SimBA/adv_0_labelTrue_pred0.png",
305
- "original": [
306
- "non_black_box_attacks/SimBA/orig_0_labelTrue_pred0.png"
307
- ]
308
- },
309
- {
310
- "attack": "SimBA",
311
- "type": "non_black_box",
312
- "perturbation": "non_black_box_attacks/SimBA/perturbation_4.png",
313
- "adversarial": "non_black_box_attacks/SimBA/adv_4_labelTrue_pred0.png",
314
- "original": [
315
- "non_black_box_attacks/SimBA/orig_4_labelTrue_pred0.png"
316
- ]
317
- },
318
- {
319
- "attack": "SimBA",
320
- "type": "non_black_box",
321
- "perturbation": "non_black_box_attacks/SimBA/perturbation_5.png",
322
- "adversarial": "non_black_box_attacks/SimBA/adv_5_labelTrue_pred0.png",
323
- "original": [
324
- "non_black_box_attacks/SimBA/orig_5_labelTrue_pred0.png"
325
- ]
326
- },
327
- {
328
- "attack": "SimBA",
329
- "type": "non_black_box",
330
- "perturbation": "non_black_box_attacks/SimBA/perturbation_7.png",
331
- "adversarial": "non_black_box_attacks/SimBA/adv_7_labelTrue_pred0.png",
332
- "original": [
333
- "non_black_box_attacks/SimBA/orig_7_labelTrue_pred1.png"
334
- ]
335
- },
336
- {
337
- "attack": "SimBA",
338
- "type": "non_black_box",
339
- "perturbation": "non_black_box_attacks/SimBA/perturbation_6.png",
340
- "adversarial": "non_black_box_attacks/SimBA/adv_6_labelTrue_pred0.png",
341
- "original": [
342
- "non_black_box_attacks/SimBA/orig_6_labelTrue_pred0.png"
343
- ]
344
- },
345
- {
346
- "attack": "SimBA",
347
- "type": "non_black_box",
348
- "perturbation": "non_black_box_attacks/SimBA/perturbation_8.png",
349
- "adversarial": "non_black_box_attacks/SimBA/adv_8_labelTrue_pred0.png",
350
- "original": [
351
- "non_black_box_attacks/SimBA/orig_8_labelTrue_pred0.png"
352
- ]
353
- },
354
- {
355
- "attack": "SimBA",
356
- "type": "non_black_box",
357
- "perturbation": "non_black_box_attacks/SimBA/perturbation_9.png",
358
- "adversarial": "non_black_box_attacks/SimBA/adv_9_labelTrue_pred0.png",
359
- "original": [
360
- "non_black_box_attacks/SimBA/orig_9_labelTrue_pred1.png"
361
- ]
362
- }
363
- ]
364
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "attack": "SimBA",
4
+ "type": "black_box_attacks",
5
+ "perturbation": "perturbations/perturbation_2_SimBA.png",
6
+ "adversarial": "train/1/adv_2_SimBA.png",
7
+ "original": [
8
+ "train/1/orig_2_SimBA.png"
9
+ ],
10
+ "label": 1,
11
+ "prediction": 0
12
+ },
13
+ {
14
+ "attack": "SimBA",
15
+ "type": "black_box_attacks",
16
+ "perturbation": "perturbations/perturbation_1_SimBA.png",
17
+ "adversarial": "train/1/adv_1_SimBA.png",
18
+ "original": [
19
+ "train/1/orig_1_SimBA.png"
20
+ ],
21
+ "label": 1,
22
+ "prediction": 0
23
+ },
24
+ {
25
+ "attack": "SimBA",
26
+ "type": "black_box_attacks",
27
+ "perturbation": "perturbations/perturbation_0_SimBA.png",
28
+ "adversarial": "train/1/adv_0_SimBA.png",
29
+ "original": [
30
+ "train/1/orig_0_SimBA.png"
31
+ ],
32
+ "label": 1,
33
+ "prediction": 0
34
+ },
35
+ {
36
+ "attack": "SimBA",
37
+ "type": "black_box_attacks",
38
+ "perturbation": "perturbations/perturbation_3_SimBA.png",
39
+ "adversarial": "train/1/adv_3_SimBA.png",
40
+ "original": [
41
+ "train/1/orig_3_SimBA.png"
42
+ ],
43
+ "label": 1,
44
+ "prediction": 0
45
+ },
46
+ {
47
+ "attack": "SimBA",
48
+ "type": "black_box_attacks",
49
+ "perturbation": "perturbations/perturbation_4_SimBA.png",
50
+ "adversarial": "train/1/adv_4_SimBA.png",
51
+ "original": [
52
+ "train/1/orig_4_SimBA.png"
53
+ ],
54
+ "label": 1,
55
+ "prediction": 0
56
+ },
57
+ {
58
+ "attack": "SimBA",
59
+ "type": "black_box_attacks",
60
+ "perturbation": "perturbations/perturbation_5_SimBA.png",
61
+ "adversarial": "train/1/adv_5_SimBA.png",
62
+ "original": [
63
+ "train/1/orig_5_SimBA.png"
64
+ ],
65
+ "label": 1,
66
+ "prediction": 0
67
+ },
68
+ {
69
+ "attack": "SimBA",
70
+ "type": "black_box_attacks",
71
+ "perturbation": "perturbations/perturbation_7_SimBA.png",
72
+ "adversarial": "train/1/adv_7_SimBA.png",
73
+ "original": [
74
+ "train/1/orig_7_SimBA.png"
75
+ ],
76
+ "label": 1,
77
+ "prediction": 0
78
+ },
79
+ {
80
+ "attack": "SimBA",
81
+ "type": "black_box_attacks",
82
+ "perturbation": "perturbations/perturbation_6_SimBA.png",
83
+ "adversarial": "train/1/adv_6_SimBA.png",
84
+ "original": [
85
+ "train/1/orig_6_SimBA.png"
86
+ ],
87
+ "label": 1,
88
+ "prediction": 0
89
+ },
90
+ {
91
+ "attack": "SimBA",
92
+ "type": "black_box_attacks",
93
+ "perturbation": "perturbations/perturbation_9_SimBA.png",
94
+ "adversarial": "train/1/adv_9_SimBA.png",
95
+ "original": [
96
+ "train/1/orig_9_SimBA.png"
97
+ ],
98
+ "label": 1,
99
+ "prediction": 0
100
+ },
101
+ {
102
+ "attack": "SimBA",
103
+ "type": "black_box_attacks",
104
+ "perturbation": "perturbations/perturbation_8_SimBA.png",
105
+ "adversarial": "train/1/adv_8_SimBA.png",
106
+ "original": [
107
+ "train/1/orig_8_SimBA.png"
108
+ ],
109
+ "label": 1,
110
+ "prediction": 0
111
+ },
112
+ {
113
+ "attack": "Boundary_Attack",
114
+ "type": "black_box_attacks",
115
+ "perturbation": "perturbations/perturbation_2_Boundary_Attack.png",
116
+ "adversarial": "train/1/adv_2_Boundary_Attack.png",
117
+ "original": [
118
+ "train/1/orig_2_Boundary_Attack.png"
119
+ ],
120
+ "label": 1,
121
+ "prediction": 0
122
+ },
123
+ {
124
+ "attack": "Boundary_Attack",
125
+ "type": "black_box_attacks",
126
+ "perturbation": "perturbations/perturbation_0_Boundary_Attack.png",
127
+ "adversarial": "train/1/adv_0_Boundary_Attack.png",
128
+ "original": [
129
+ "train/1/orig_0_Boundary_Attack.png"
130
+ ],
131
+ "label": 1,
132
+ "prediction": 0
133
+ },
134
+ {
135
+ "attack": "Boundary_Attack",
136
+ "type": "black_box_attacks",
137
+ "perturbation": "perturbations/perturbation_1_Boundary_Attack.png",
138
+ "adversarial": "train/1/adv_1_Boundary_Attack.png",
139
+ "original": [
140
+ "train/1/orig_1_Boundary_Attack.png"
141
+ ],
142
+ "label": 1,
143
+ "prediction": 0
144
+ },
145
+ {
146
+ "attack": "Boundary_Attack",
147
+ "type": "black_box_attacks",
148
+ "perturbation": "perturbations/perturbation_3_Boundary_Attack.png",
149
+ "adversarial": "train/1/adv_3_Boundary_Attack.png",
150
+ "original": [
151
+ "train/1/orig_3_Boundary_Attack.png"
152
+ ],
153
+ "label": 1,
154
+ "prediction": 0
155
+ },
156
+ {
157
+ "attack": "Boundary_Attack",
158
+ "type": "black_box_attacks",
159
+ "perturbation": "perturbations/perturbation_4_Boundary_Attack.png",
160
+ "adversarial": "train/1/adv_4_Boundary_Attack.png",
161
+ "original": [
162
+ "train/1/orig_4_Boundary_Attack.png"
163
+ ],
164
+ "label": 1,
165
+ "prediction": 0
166
+ },
167
+ {
168
+ "attack": "Boundary_Attack",
169
+ "type": "black_box_attacks",
170
+ "perturbation": "perturbations/perturbation_5_Boundary_Attack.png",
171
+ "adversarial": "train/1/adv_5_Boundary_Attack.png",
172
+ "original": [
173
+ "train/1/orig_5_Boundary_Attack.png"
174
+ ],
175
+ "label": 1,
176
+ "prediction": 0
177
+ },
178
+ {
179
+ "attack": "Boundary_Attack",
180
+ "type": "black_box_attacks",
181
+ "perturbation": "perturbations/perturbation_7_Boundary_Attack.png",
182
+ "adversarial": "train/1/adv_7_Boundary_Attack.png",
183
+ "original": [
184
+ "train/1/orig_7_Boundary_Attack.png"
185
+ ],
186
+ "label": 1,
187
+ "prediction": 0
188
+ },
189
+ {
190
+ "attack": "Boundary_Attack",
191
+ "type": "black_box_attacks",
192
+ "perturbation": "perturbations/perturbation_6_Boundary_Attack.png",
193
+ "adversarial": "train/1/adv_6_Boundary_Attack.png",
194
+ "original": [
195
+ "train/1/orig_6_Boundary_Attack.png"
196
+ ],
197
+ "label": 1,
198
+ "prediction": 0
199
+ },
200
+ {
201
+ "attack": "Boundary_Attack",
202
+ "type": "black_box_attacks",
203
+ "perturbation": "perturbations/perturbation_9_Boundary_Attack.png",
204
+ "adversarial": "train/1/adv_9_Boundary_Attack.png",
205
+ "original": [
206
+ "train/1/orig_9_Boundary_Attack.png"
207
+ ],
208
+ "label": 1,
209
+ "prediction": 0
210
+ },
211
+ {
212
+ "attack": "Boundary_Attack",
213
+ "type": "black_box_attacks",
214
+ "perturbation": "perturbations/perturbation_8_Boundary_Attack.png",
215
+ "adversarial": "train/1/adv_8_Boundary_Attack.png",
216
+ "original": [
217
+ "train/1/orig_8_Boundary_Attack.png"
218
+ ],
219
+ "label": 1,
220
+ "prediction": 0
221
+ },
222
+ {
223
+ "attack": "SpatialTransformation_Attack",
224
+ "type": "black_box_attacks",
225
+ "perturbation": "perturbations/perturbation_2_SpatialTransformation_Attack.png",
226
+ "adversarial": "train/1/adv_2_SpatialTransformation_Attack.png",
227
+ "original": [
228
+ "train/1/orig_2_SpatialTransformation_Attack.png"
229
+ ],
230
+ "label": 1,
231
+ "prediction": 0
232
+ },
233
+ {
234
+ "attack": "SpatialTransformation_Attack",
235
+ "type": "black_box_attacks",
236
+ "perturbation": "perturbations/perturbation_0_SpatialTransformation_Attack.png",
237
+ "adversarial": "train/1/adv_0_SpatialTransformation_Attack.png",
238
+ "original": [
239
+ "train/1/orig_0_SpatialTransformation_Attack.png"
240
+ ],
241
+ "label": 1,
242
+ "prediction": 0
243
+ },
244
+ {
245
+ "attack": "SpatialTransformation_Attack",
246
+ "type": "black_box_attacks",
247
+ "perturbation": "perturbations/perturbation_1_SpatialTransformation_Attack.png",
248
+ "adversarial": "train/1/adv_1_SpatialTransformation_Attack.png",
249
+ "original": [
250
+ "train/1/orig_1_SpatialTransformation_Attack.png"
251
+ ],
252
+ "label": 1,
253
+ "prediction": 0
254
+ },
255
+ {
256
+ "attack": "SpatialTransformation_Attack",
257
+ "type": "black_box_attacks",
258
+ "perturbation": "perturbations/perturbation_3_SpatialTransformation_Attack.png",
259
+ "adversarial": "train/1/adv_3_SpatialTransformation_Attack.png",
260
+ "original": [
261
+ "train/1/orig_3_SpatialTransformation_Attack.png"
262
+ ],
263
+ "label": 1,
264
+ "prediction": 0
265
+ },
266
+ {
267
+ "attack": "SpatialTransformation_Attack",
268
+ "type": "black_box_attacks",
269
+ "perturbation": "perturbations/perturbation_4_SpatialTransformation_Attack.png",
270
+ "adversarial": "train/1/adv_4_SpatialTransformation_Attack.png",
271
+ "original": [
272
+ "train/1/orig_4_SpatialTransformation_Attack.png"
273
+ ],
274
+ "label": 1,
275
+ "prediction": 0
276
+ },
277
+ {
278
+ "attack": "SpatialTransformation_Attack",
279
+ "type": "black_box_attacks",
280
+ "perturbation": "perturbations/perturbation_5_SpatialTransformation_Attack.png",
281
+ "adversarial": "train/1/adv_5_SpatialTransformation_Attack.png",
282
+ "original": [
283
+ "train/1/orig_5_SpatialTransformation_Attack.png"
284
+ ],
285
+ "label": 1,
286
+ "prediction": 0
287
+ },
288
+ {
289
+ "attack": "SpatialTransformation_Attack",
290
+ "type": "black_box_attacks",
291
+ "perturbation": "perturbations/perturbation_7_SpatialTransformation_Attack.png",
292
+ "adversarial": "train/1/adv_7_SpatialTransformation_Attack.png",
293
+ "original": [
294
+ "train/1/orig_7_SpatialTransformation_Attack.png"
295
+ ],
296
+ "label": 1,
297
+ "prediction": 0
298
+ },
299
+ {
300
+ "attack": "SpatialTransformation_Attack",
301
+ "type": "black_box_attacks",
302
+ "perturbation": "perturbations/perturbation_6_SpatialTransformation_Attack.png",
303
+ "adversarial": "train/1/adv_6_SpatialTransformation_Attack.png",
304
+ "original": [
305
+ "train/1/orig_6_SpatialTransformation_Attack.png"
306
+ ],
307
+ "label": 1,
308
+ "prediction": 0
309
+ },
310
+ {
311
+ "attack": "SpatialTransformation_Attack",
312
+ "type": "black_box_attacks",
313
+ "perturbation": "perturbations/perturbation_9_SpatialTransformation_Attack.png",
314
+ "adversarial": "train/1/adv_9_SpatialTransformation_Attack.png",
315
+ "original": [
316
+ "train/1/orig_9_SpatialTransformation_Attack.png"
317
+ ],
318
+ "label": 1,
319
+ "prediction": 0
320
+ },
321
+ {
322
+ "attack": "SpatialTransformation_Attack",
323
+ "type": "black_box_attacks",
324
+ "perturbation": "perturbations/perturbation_8_SpatialTransformation_Attack.png",
325
+ "adversarial": "train/1/adv_8_SpatialTransformation_Attack.png",
326
+ "original": [
327
+ "train/1/orig_8_SpatialTransformation_Attack.png"
328
+ ],
329
+ "label": 1,
330
+ "prediction": 0
331
+ },
332
+ {
333
+ "attack": "Enhanced_Square_Attack",
334
+ "type": "black_box_attacks",
335
+ "perturbation": "perturbations/perturbation_2_Enhanced_Square_Attack.png",
336
+ "adversarial": "train/0/adv_2_Enhanced_Square_Attack.png",
337
+ "original": [
338
+ "train/0/orig_2_Enhanced_Square_Attack.png"
339
+ ],
340
+ "label": 0,
341
+ "prediction": NaN
342
+ },
343
+ {
344
+ "attack": "Enhanced_Square_Attack",
345
+ "type": "black_box_attacks",
346
+ "perturbation": "perturbations/perturbation_3_Enhanced_Square_Attack.png",
347
+ "adversarial": "train/0/adv_3_Enhanced_Square_Attack.png",
348
+ "original": [
349
+ "train/0/orig_3_Enhanced_Square_Attack.png"
350
+ ],
351
+ "label": 0,
352
+ "prediction": NaN
353
+ },
354
+ {
355
+ "attack": "Enhanced_Square_Attack",
356
+ "type": "black_box_attacks",
357
+ "perturbation": "perturbations/perturbation_1_Enhanced_Square_Attack.png",
358
+ "adversarial": "train/0/adv_1_Enhanced_Square_Attack.png",
359
+ "original": [
360
+ "train/0/orig_1_Enhanced_Square_Attack.png"
361
+ ],
362
+ "label": 0,
363
+ "prediction": NaN
364
+ },
365
+ {
366
+ "attack": "Enhanced_Square_Attack",
367
+ "type": "black_box_attacks",
368
+ "perturbation": "perturbations/perturbation_5_Enhanced_Square_Attack.png",
369
+ "adversarial": "train/1/adv_5_Enhanced_Square_Attack.png",
370
+ "original": [
371
+ "train/1/orig_5_Enhanced_Square_Attack.png"
372
+ ],
373
+ "label": 1,
374
+ "prediction": NaN
375
+ },
376
+ {
377
+ "attack": "Enhanced_Square_Attack",
378
+ "type": "black_box_attacks",
379
+ "perturbation": "perturbations/perturbation_0_Enhanced_Square_Attack.png",
380
+ "adversarial": "train/0/adv_0_Enhanced_Square_Attack.png",
381
+ "original": [
382
+ "train/0/orig_0_Enhanced_Square_Attack.png"
383
+ ],
384
+ "label": 0,
385
+ "prediction": NaN
386
+ },
387
+ {
388
+ "attack": "Enhanced_Square_Attack",
389
+ "type": "black_box_attacks",
390
+ "perturbation": "perturbations/perturbation_4_Enhanced_Square_Attack.png",
391
+ "adversarial": "train/0/adv_4_Enhanced_Square_Attack.png",
392
+ "original": [
393
+ "train/0/orig_4_Enhanced_Square_Attack.png"
394
+ ],
395
+ "label": 0,
396
+ "prediction": NaN
397
+ },
398
+ {
399
+ "attack": "Enhanced_Square_Attack",
400
+ "type": "black_box_attacks",
401
+ "perturbation": "perturbations/perturbation_6_Enhanced_Square_Attack.png",
402
+ "adversarial": "train/1/adv_6_Enhanced_Square_Attack.png",
403
+ "original": [
404
+ "train/1/orig_6_Enhanced_Square_Attack.png"
405
+ ],
406
+ "label": 1,
407
+ "prediction": NaN
408
+ },
409
+ {
410
+ "attack": "Enhanced_Square_Attack",
411
+ "type": "black_box_attacks",
412
+ "perturbation": "perturbations/perturbation_7_Enhanced_Square_Attack.png",
413
+ "adversarial": "train/0/adv_7_Enhanced_Square_Attack.png",
414
+ "original": [
415
+ "train/0/orig_7_Enhanced_Square_Attack.png"
416
+ ],
417
+ "label": 0,
418
+ "prediction": NaN
419
+ },
420
+ {
421
+ "attack": "Enhanced_Square_Attack",
422
+ "type": "black_box_attacks",
423
+ "perturbation": "perturbations/perturbation_9_Enhanced_Square_Attack.png",
424
+ "adversarial": "train/0/adv_9_Enhanced_Square_Attack.png",
425
+ "original": [
426
+ "train/0/orig_9_Enhanced_Square_Attack.png"
427
+ ],
428
+ "label": 0,
429
+ "prediction": NaN
430
+ },
431
+ {
432
+ "attack": "Enhanced_Square_Attack",
433
+ "type": "black_box_attacks",
434
+ "perturbation": "perturbations/perturbation_8_Enhanced_Square_Attack.png",
435
+ "adversarial": "train/0/adv_8_Enhanced_Square_Attack.png",
436
+ "original": [
437
+ "train/0/orig_8_Enhanced_Square_Attack.png"
438
+ ],
439
+ "label": 0,
440
+ "prediction": NaN
441
+ },
442
+ {
443
+ "attack": "Zoo_Attack",
444
+ "type": "black_box_attacks",
445
+ "perturbation": "perturbations/perturbation_2_Zoo_Attack.png",
446
+ "adversarial": "train/1/adv_2_Zoo_Attack.png",
447
+ "original": [
448
+ "train/1/orig_2_Zoo_Attack.png"
449
+ ],
450
+ "label": 1,
451
+ "prediction": 0
452
+ },
453
+ {
454
+ "attack": "Zoo_Attack",
455
+ "type": "black_box_attacks",
456
+ "perturbation": "perturbations/perturbation_0_Zoo_Attack.png",
457
+ "adversarial": "train/1/adv_0_Zoo_Attack.png",
458
+ "original": [
459
+ "train/1/orig_0_Zoo_Attack.png"
460
+ ],
461
+ "label": 1,
462
+ "prediction": 0
463
+ },
464
+ {
465
+ "attack": "Zoo_Attack",
466
+ "type": "black_box_attacks",
467
+ "perturbation": "perturbations/perturbation_1_Zoo_Attack.png",
468
+ "adversarial": "train/1/adv_1_Zoo_Attack.png",
469
+ "original": [
470
+ "train/1/orig_1_Zoo_Attack.png"
471
+ ],
472
+ "label": 1,
473
+ "prediction": 0
474
+ },
475
+ {
476
+ "attack": "Zoo_Attack",
477
+ "type": "black_box_attacks",
478
+ "perturbation": "perturbations/perturbation_3_Zoo_Attack.png",
479
+ "adversarial": "train/1/adv_3_Zoo_Attack.png",
480
+ "original": [
481
+ "train/1/orig_3_Zoo_Attack.png"
482
+ ],
483
+ "label": 1,
484
+ "prediction": 0
485
+ },
486
+ {
487
+ "attack": "Zoo_Attack",
488
+ "type": "black_box_attacks",
489
+ "perturbation": "perturbations/perturbation_4_Zoo_Attack.png",
490
+ "adversarial": "train/1/adv_4_Zoo_Attack.png",
491
+ "original": [
492
+ "train/1/orig_4_Zoo_Attack.png"
493
+ ],
494
+ "label": 1,
495
+ "prediction": 0
496
+ },
497
+ {
498
+ "attack": "Zoo_Attack",
499
+ "type": "black_box_attacks",
500
+ "perturbation": "perturbations/perturbation_5_Zoo_Attack.png",
501
+ "adversarial": "train/1/adv_5_Zoo_Attack.png",
502
+ "original": [
503
+ "train/1/orig_5_Zoo_Attack.png"
504
+ ],
505
+ "label": 1,
506
+ "prediction": 0
507
+ },
508
+ {
509
+ "attack": "Zoo_Attack",
510
+ "type": "black_box_attacks",
511
+ "perturbation": "perturbations/perturbation_7_Zoo_Attack.png",
512
+ "adversarial": "train/1/adv_7_Zoo_Attack.png",
513
+ "original": [
514
+ "train/1/orig_7_Zoo_Attack.png"
515
+ ],
516
+ "label": 1,
517
+ "prediction": 0
518
+ },
519
+ {
520
+ "attack": "Zoo_Attack",
521
+ "type": "black_box_attacks",
522
+ "perturbation": "perturbations/perturbation_6_Zoo_Attack.png",
523
+ "adversarial": "train/1/adv_6_Zoo_Attack.png",
524
+ "original": [
525
+ "train/1/orig_6_Zoo_Attack.png"
526
+ ],
527
+ "label": 1,
528
+ "prediction": 0
529
+ },
530
+ {
531
+ "attack": "Zoo_Attack",
532
+ "type": "black_box_attacks",
533
+ "perturbation": "perturbations/perturbation_9_Zoo_Attack.png",
534
+ "adversarial": "train/1/adv_9_Zoo_Attack.png",
535
+ "original": [
536
+ "train/1/orig_9_Zoo_Attack.png"
537
+ ],
538
+ "label": 1,
539
+ "prediction": 0
540
+ },
541
+ {
542
+ "attack": "Zoo_Attack",
543
+ "type": "black_box_attacks",
544
+ "perturbation": "perturbations/perturbation_8_Zoo_Attack.png",
545
+ "adversarial": "train/1/adv_8_Zoo_Attack.png",
546
+ "original": [
547
+ "train/1/orig_8_Zoo_Attack.png"
548
+ ],
549
+ "label": 1,
550
+ "prediction": 0
551
+ },
552
+ {
553
+ "attack": "HopSkipJump_Attack",
554
+ "type": "black_box_attacks",
555
+ "perturbation": "perturbations/perturbation_2_HopSkipJump_Attack.png",
556
+ "adversarial": "train/0/adv_2_HopSkipJump_Attack.png",
557
+ "original": [
558
+ "train/0/orig_2_HopSkipJump_Attack.png"
559
+ ],
560
+ "label": 0,
561
+ "prediction": NaN
562
+ },
563
+ {
564
+ "attack": "HopSkipJump_Attack",
565
+ "type": "black_box_attacks",
566
+ "perturbation": "perturbations/perturbation_3_HopSkipJump_Attack.png",
567
+ "adversarial": "train/0/adv_3_HopSkipJump_Attack.png",
568
+ "original": [
569
+ "train/0/orig_3_HopSkipJump_Attack.png"
570
+ ],
571
+ "label": 0,
572
+ "prediction": NaN
573
+ },
574
+ {
575
+ "attack": "HopSkipJump_Attack",
576
+ "type": "black_box_attacks",
577
+ "perturbation": "perturbations/perturbation_1_HopSkipJump_Attack.png",
578
+ "adversarial": "train/0/adv_1_HopSkipJump_Attack.png",
579
+ "original": [
580
+ "train/0/orig_1_HopSkipJump_Attack.png"
581
+ ],
582
+ "label": 0,
583
+ "prediction": NaN
584
+ },
585
+ {
586
+ "attack": "HopSkipJump_Attack",
587
+ "type": "black_box_attacks",
588
+ "perturbation": "perturbations/perturbation_5_HopSkipJump_Attack.png",
589
+ "adversarial": "train/1/adv_5_HopSkipJump_Attack.png",
590
+ "original": [
591
+ "train/1/orig_5_HopSkipJump_Attack.png"
592
+ ],
593
+ "label": 1,
594
+ "prediction": NaN
595
+ },
596
+ {
597
+ "attack": "HopSkipJump_Attack",
598
+ "type": "black_box_attacks",
599
+ "perturbation": "perturbations/perturbation_0_HopSkipJump_Attack.png",
600
+ "adversarial": "train/0/adv_0_HopSkipJump_Attack.png",
601
+ "original": [
602
+ "train/0/orig_0_HopSkipJump_Attack.png"
603
+ ],
604
+ "label": 0,
605
+ "prediction": NaN
606
+ },
607
+ {
608
+ "attack": "HopSkipJump_Attack",
609
+ "type": "black_box_attacks",
610
+ "perturbation": "perturbations/perturbation_4_HopSkipJump_Attack.png",
611
+ "adversarial": "train/0/adv_4_HopSkipJump_Attack.png",
612
+ "original": [
613
+ "train/0/orig_4_HopSkipJump_Attack.png"
614
+ ],
615
+ "label": 0,
616
+ "prediction": NaN
617
+ },
618
+ {
619
+ "attack": "HopSkipJump_Attack",
620
+ "type": "black_box_attacks",
621
+ "perturbation": "perturbations/perturbation_6_HopSkipJump_Attack.png",
622
+ "adversarial": "train/1/adv_6_HopSkipJump_Attack.png",
623
+ "original": [
624
+ "train/1/orig_6_HopSkipJump_Attack.png"
625
+ ],
626
+ "label": 1,
627
+ "prediction": NaN
628
+ },
629
+ {
630
+ "attack": "HopSkipJump_Attack",
631
+ "type": "black_box_attacks",
632
+ "perturbation": "perturbations/perturbation_7_HopSkipJump_Attack.png",
633
+ "adversarial": "train/0/adv_7_HopSkipJump_Attack.png",
634
+ "original": [
635
+ "train/0/orig_7_HopSkipJump_Attack.png"
636
+ ],
637
+ "label": 0,
638
+ "prediction": NaN
639
+ },
640
+ {
641
+ "attack": "HopSkipJump_Attack",
642
+ "type": "black_box_attacks",
643
+ "perturbation": "perturbations/perturbation_9_HopSkipJump_Attack.png",
644
+ "adversarial": "train/0/adv_9_HopSkipJump_Attack.png",
645
+ "original": [
646
+ "train/0/orig_9_HopSkipJump_Attack.png"
647
+ ],
648
+ "label": 0,
649
+ "prediction": NaN
650
+ },
651
+ {
652
+ "attack": "HopSkipJump_Attack",
653
+ "type": "black_box_attacks",
654
+ "perturbation": "perturbations/perturbation_8_HopSkipJump_Attack.png",
655
+ "adversarial": "train/0/adv_8_HopSkipJump_Attack.png",
656
+ "original": [
657
+ "train/0/orig_8_HopSkipJump_Attack.png"
658
+ ],
659
+ "label": 0,
660
+ "prediction": NaN
661
+ }
662
+ ]
perturbations/perturbation_0_Boundary_Attack.png ADDED
perturbations/perturbation_0_Enhanced_Square_Attack.png ADDED
perturbations/perturbation_0_HopSkipJump_Attack.png ADDED
perturbations/perturbation_0_SimBA.png ADDED
perturbations/perturbation_0_SpatialTransformation_Attack.png ADDED
perturbations/perturbation_0_Zoo_Attack.png ADDED
perturbations/perturbation_1_Boundary_Attack.png ADDED
perturbations/perturbation_1_Enhanced_Square_Attack.png ADDED
perturbations/perturbation_1_HopSkipJump_Attack.png ADDED
perturbations/perturbation_1_SimBA.png ADDED
perturbations/perturbation_1_SpatialTransformation_Attack.png ADDED
perturbations/perturbation_1_Zoo_Attack.png ADDED
perturbations/perturbation_2_Boundary_Attack.png ADDED
perturbations/perturbation_2_Enhanced_Square_Attack.png ADDED
perturbations/perturbation_2_HopSkipJump_Attack.png ADDED
perturbations/perturbation_2_SimBA.png ADDED
perturbations/perturbation_2_SpatialTransformation_Attack.png ADDED
perturbations/perturbation_2_Zoo_Attack.png ADDED
perturbations/perturbation_3_Boundary_Attack.png ADDED
perturbations/perturbation_3_Enhanced_Square_Attack.png ADDED
perturbations/perturbation_3_HopSkipJump_Attack.png ADDED
perturbations/perturbation_3_SimBA.png ADDED
perturbations/perturbation_3_SpatialTransformation_Attack.png ADDED
perturbations/perturbation_3_Zoo_Attack.png ADDED
perturbations/perturbation_4_Boundary_Attack.png ADDED
perturbations/perturbation_4_Enhanced_Square_Attack.png ADDED
perturbations/perturbation_4_HopSkipJump_Attack.png ADDED
perturbations/perturbation_4_SimBA.png ADDED
perturbations/perturbation_4_SpatialTransformation_Attack.png ADDED
perturbations/perturbation_4_Zoo_Attack.png ADDED
perturbations/perturbation_5_Boundary_Attack.png ADDED
perturbations/perturbation_5_Enhanced_Square_Attack.png ADDED
perturbations/perturbation_5_HopSkipJump_Attack.png ADDED
perturbations/perturbation_5_SimBA.png ADDED
perturbations/perturbation_5_SpatialTransformation_Attack.png ADDED
perturbations/perturbation_5_Zoo_Attack.png ADDED
perturbations/perturbation_6_Boundary_Attack.png ADDED
perturbations/perturbation_6_Enhanced_Square_Attack.png ADDED
perturbations/perturbation_6_HopSkipJump_Attack.png ADDED
perturbations/perturbation_6_SimBA.png ADDED
perturbations/perturbation_6_SpatialTransformation_Attack.png ADDED
perturbations/perturbation_6_Zoo_Attack.png ADDED
perturbations/perturbation_7_Boundary_Attack.png ADDED
perturbations/perturbation_7_Enhanced_Square_Attack.png ADDED
perturbations/perturbation_7_HopSkipJump_Attack.png ADDED
perturbations/perturbation_7_SimBA.png ADDED
perturbations/perturbation_7_SpatialTransformation_Attack.png ADDED
perturbations/perturbation_7_Zoo_Attack.png ADDED