CropCop: An Auditable 120-Class Plant-Health Model from Benchmark Reconstruction to a Quantised Runtime Artifact

arXiv:2608.25539 · cs.CV, cs.LG · Submitted 2026-08-26 · Read on arXiv

cs.CV, cs.LG

Submitted: 2026-08-26

Updated: 2026-08-26

Comments: 25 pages, 6 figures, and 15 tables. Includes benchmark-audit, model-retention, runtime-fidelity, and reproducibility appendices

Project page: https://tqwei05.github.io/PlantWild/access_v2

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Accuracy — 63× in this paper · explained in 1 episode
• Benchmark — 30× in this paper · explained in 2 episodes
• Calibration — 12× in this paper · explained in 7 episodes
• Distillation — 12× in this paper · explained in 2 episodes
• Ontology — 8× in this paper · explained in 2 episodes
• Fidelity — 6× in this paper · explained in 2 episodes
• Error Taxonomy — 5× in this paper · explained in 2 episodes
• Provenance — 4× in this paper · explained in 3 episodes
• Adaptation — 3× in this paper · explained in 1 episode
• Knowledge Distillation — 3× in this paper · explained in 11 episodes
• Consistency — 2× in this paper · explained in 3 episodes
• Fine-Tuning — 2× in this paper · explained in 5 episodes
• Linear probe — 2× in this paper · explained in 2 episodes
• Quantization — 2× in this paper · explained in 12 episodes
• Trace — 2× in this paper · explained in 2 episodes
• Verification — 2× in this paper · explained in 2 episodes
• Ablation — 1× in this paper · explained in 1 episode
• Abstention — 1× in this paper · explained in 1 episode
• Accountability — 1× in this paper · explained in 2 episodes
• Adam — 1× in this paper · explained in 2 episodes
• Benchmarking — 1× in this paper · explained in 3 episodes
• Domain Shift — 1× in this paper · explained in 4 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Pairwise Comparisons — 1× in this paper · explained in 2 episodes
• Redundancy — 1× in this paper · explained in 2 episodes
• Verifier — 1× in this paper · explained in 2 episodes

Sources

• An open access repository of images on plant health to enable the development of mobile disease diagnostics
• DINOv3
• Energy-Efficient Plant Monitoring via Knowledge Distillation
• Mobile-Friendly Deep Learning for Plant Disease Detection: A Lightweight CNN Benchmark Across 101 Classes of 33 Crops

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