MARATTO

software · Code Ocean

Duplicate-Aware Evaluation of Large-Scale Plant Disease Classification: Deduplication, Domain Heterogeneity, and Adversarial Robustness

2026Open accessCairo University

In plain language

The abstract on record is too brief for a reliable plain-language summary, so none has been generated.

Abstract

This capsule provides the code, archived predictions, data summaries, and reproducibility workflow supporting the manuscript "Duplicate-Aware Evaluation of Large-Scale Plant Disease Classification: Deduplication, Domain Heterogeneity, and Adversarial Robustness." It reproduces the main clean-performance, leakage-control, robustness, and calibration results reported in Tables 4, 5, 8, and 9. The capsule includes prediction files from the evaluated EfficientNet-B4 and EfficientNet-B4+ECA runs and executes a verification workflow without requiring model retraining.

Read the original research

This page summarises published work. The authoritative version sits with the publisher.

DOI: 10.24433/co.9639638.v1

Is something wrong with this record? Report it or request removal.

Discussion

Discuss this research

Have you built on this work, tried to replicate it, or seen it applied in practice? Share what you know. Verified researchers and MARATTO™ domain experts can open a discussion, and any member can reply. Contributions are reviewed before they appear.

No discussion yet. Open the first thread.