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16 hours ago
Boost Few-Shot Instance Accuracy 12% Without Fine-Tuning
By enriching prototype features, the method resists neural collapse and transfers across domains with up to 22% relative gains.
16 hours ago
Need Precision Plankton Counts? Why YOLOv5 Shines, But YOLOv8 Adapts
YOLOv5 hits 97% precision on zooplankton; YOLOv8’s DFL handles class imbalance, boosting excrement hits despite scant labels.
16 hours ago
Train YOLO in 10 Epochs: A Lean Recipe for Marine Micro-Object Detection
Class imbalance (80% Artemia) and SSIM/MSE checks ensure quality across 50 mg, 100 mg, and control images before YOLO training.
16 hours ago
Comparative Study of YOLOv5 and YOLOv8 for Challenging Aquatic Object Detection
Tests in blurry microfluidic images show YOLOv8 more adaptable, while YOLOv5 may need task-specific tweaks for hard marine debris.
