Image Classification on Fashion-MNIST 50-client (Non-IID) benchmark leaderboard · SOTA2 Research

Image Classification on Fashion-MNIST 50-client (Non-IID)

11.2Error RateNo Attack

Evaluation Results

Method	Links
No Attack2024.07		11.2
No Attack2024.07		11.3
No Attack2024.07		11.5
No Attack2024.07		11.5
No Attack2024.07		11.5
Sign-Flipping2024.07		11.7
Sign-Flipping + Neurotoxin2024.07		11.9
Trim Attack2024.07		12
Sign-Flipping + Neurotoxin2024.07		12.1
Trim Attack + Neurotoxin2024.07		12.1
No Attack2024.07		12.2
Sign-Flipping + Neurotoxin2024.07		12.2
Sign-Flipping + Poison Pill2024.07		12.2
Sign-Flipping2024.07		12.4
Sign-Flipping + Neurotoxin2024.07		12.4
Sign-Flipping + Neurotoxin2024.07		12.4
Trim Attack2024.07		12.4
Sign-Flipping2024.07		12.6
Sign-Flipping2024.07		12.7
Sign-Flipping2024.07		13.2
Trim Attack + Neurotoxin2024.07		13.8
No Attack2024.07		14.2
Trim Attack + Neurotoxin2024.07		14.4
Trim Attack + Neurotoxin2024.07		14.4
Sign-Flipping + Neurotoxin2024.07		14.6
Sign-Flipping2024.07		15.2
Trim Attack2024.07		16.3
Trim Attack + Neurotoxin2024.07		16.8
Trim Attack + Neurotoxin2024.07		18.7
Trim Attack + Neurotoxin2024.07		19.7
Trim Attack2024.07		20.1
Trim Attack + Poison Pill2024.07		22.2
Trim Attack + Poison Pill2024.07		22.3
Trim Attack2024.07		23.1
Trim Attack2024.07		23.8
Trim Attack + Poison Pill2024.07		29.2
Sign-Flipping + Poison Pill2024.07		31.1
Trim Attack2024.07		33.2
Sign-Flipping + Poison Pill2024.07		43
Trim Attack + Poison Pill2024.07		47.3
Trim Attack + Poison Pill2024.07		51.7
Sign-Flipping + Poison Pill2024.07		52.2
Sign-Flipping + Poison Pill2024.07		54.3
Trim Attack + Poison Pill2024.07		66.8
Trim Attack + Poison Pill2024.07		68.7
Sign-Flipping + Poison Pill2024.07		68.8
Sign-Flipping + Neurotoxin2024.07		73.9
Sign-Flipping + Poison Pill2024.07		75.4
Sign-Flipping2024.07		91.7