Adversarial

454 benchmarks 142 tasks 907 datasets 25,654 papers with code archive 2025-07-28

Syntology code harvested from 6,845 of the papers with code counted above at least one sample ran for 5,334 of them per-sample status is on each paper page

Benchmarks are leaderboard tables with at least one row whose task is in this area, counted by the task's area and not by the archive's per-table category tag, which tags 478 tables with Adversarial; datasets are those the archive tags with a task in this area; papers with code are catalogue papers tagged with a task in this area that list at least one repository. Task images are not shown (the archive's image host no longer serves them).

Parent tasks

14 tasks in Adversarial have sub-tasks in the archive's task tree, most benchmarks first, then most papers with code. Each section shows up to 5 sub-tasks; the task page lists them all.

Image Classification (33)
Classification (24)
Text Generation (25)
Handwritten Text Recognition (2)
Federated Learning (5)
2D Semantic Segmentation (17)
Adversarial Defense (2)
Fairness (1)
Adversarial Attack (4)
10-shot image generation (21)
backdoor defense (1)
3D Architecture (1)
Neural Network Security (1)
2D Classification (27)

Image Classification

166 benchmarks · 4,702 papers with code

Few-Shot Image Classification

89 benchmarks · 220 papers with code

Semi-Supervised Image Classification

58 benchmarks · 130 papers with code

Fine-Grained Image Classification

36 benchmarks · 200 papers with code

Learning with noisy labels

20 benchmarks · 143 papers with code

Small Data Image Classification

12 benchmarks · 58 papers with code

5 shown of 33 sub-tasks (6 filed under another area). All sub-tasks of Image Classification →

Classification

58 benchmarks · 3,778 papers with code

Graph Classification

73 benchmarks · 483 papers with code

Text Classification

68 benchmarks · 1,308 papers with code

Audio Classification

22 benchmarks · 183 papers with code

Medical Image Classification

11 benchmarks · 183 papers with code

Multi-class Classification

5 benchmarks · 289 papers with code

5 shown of 24 sub-tasks (6 filed under another area). All sub-tasks of Classification →

Text Generation

20 benchmarks · 2,047 papers with code

Data-to-Text Generation

26 benchmarks · 112 papers with code

Dialogue Generation

13 benchmarks · 265 papers with code

Table-to-Text Generation

8 benchmarks · 43 papers with code

Code Documentation Generation

7 benchmarks · 7 papers with code

Multi-Document Summarization

5 benchmarks · 113 papers with code

5 shown of 25 sub-tasks (10 filed under another area). All sub-tasks of Text Generation →

Handwritten Text Recognition

13 benchmarks · 56 papers with code

Handwritten Document Recognition

0 benchmarks · 3 papers with code

Unsupervised Text Recognition

0 benchmarks · 1 paper with code

2 shown of 2 sub-tasks.

Federated Learning

12 benchmarks · 1,815 papers with code

Personalized Federated Learning

7 benchmarks · 117 papers with code

Vertical Federated Learning

0 benchmarks · 46 papers with code

Collaborative Fairness

0 benchmarks · 3 papers with code

Contribution Assessment

0 benchmarks · 1 paper with code

Model Posioning

0 benchmarks · 1 paper with code

5 shown of 5 sub-tasks.

2D Semantic Segmentation

11 benchmarks · 49 papers with code

Image Segmentation

13 benchmarks · 2,073 papers with code

Human Part Segmentation

6 benchmarks · 15 papers with code

Reflection Removal

5 benchmarks · 38 papers with code

Continual Semantic Segmentation

3 benchmarks · 17 papers with code

Text Style Transfer

2 benchmarks · 93 papers with code

5 shown of 17 sub-tasks (6 filed under another area). All sub-tasks of 2D Semantic Segmentation →

Adversarial Defense

10 benchmarks · 216 papers with code

Provable Adversarial Defense

2 benchmarks · 3 papers with code

Adversarial Purification

0 benchmarks · 27 papers with code

2 shown of 2 sub-tasks.

Fairness

9 benchmarks · 1,714 papers with code

Exposure Fairness

0 benchmarks · 8 papers with code

1 shown of 1 sub-task.

Adversarial Attack

3 benchmarks · 745 papers with code

Backdoor Attack

0 benchmarks · 217 papers with code

Adversarial Text

0 benchmarks · 51 papers with code

Adversarial Attack Detection

0 benchmarks · 16 papers with code

Real-World Adversarial Attack

0 benchmarks · 13 papers with code

4 shown of 4 sub-tasks (1 filed under another area).

10-shot image generation

3 benchmarks · 21 papers with code

Semantic Segmentation

150 benchmarks · 6,644 papers with code

Text-to-Image Generation

17 benchmarks · 546 papers with code

Deblurring

17 benchmarks · 424 papers with code

Motion Synthesis

13 benchmarks · 126 papers with code

Image Deblurring

9 benchmarks · 167 papers with code

5 shown of 21 sub-tasks (15 filed under another area). All sub-tasks of 10-shot image generation →

backdoor defense

0 benchmarks · 59 papers with code

Backdoor Defense for Data-Free Distillation with Poisoned Teachers

0 benchmarks · 1 paper with code

1 shown of 1 sub-task.

3D Architecture

0 benchmarks · 11 papers with code

Denoising

6 benchmarks · 2,838 papers with code

1 shown of 1 sub-task (1 filed under another area).

Neural Network Security

0 benchmarks · 2 papers with code

Website Fingerprinting Defense

1 benchmark · 0 papers with code

1 shown of 1 sub-task.

2D Classification

0 benchmarks · 0 papers with code

Object Detection

123 benchmarks · 4,657 papers with code

Deblurring

17 benchmarks · 424 papers with code

2D Pose Estimation

9 benchmarks · 46 papers with code

Anomaly Classification

5 benchmarks · 33 papers with code

Cell Detection

4 benchmarks · 60 papers with code

5 shown of 27 sub-tasks (9 filed under another area). All sub-tasks of 2D Classification →

Tasks with no parent task

16 tasks in Adversarial sit at the top of the archive's task tree with no sub-tasks of their own, most benchmarks first, then most papers with code.

Task tree and counts are the archive's, frozen 2025-07-28 archive 2025-07-28. Nothing here is re-ranked.