Table 8 Detailed ablation study showing component contribution and runtime Impact.
Configuration | Accuracy (%) | Precision (%) | Recall (%) | F1-Score (%) | Latency (s/image) | Throughput (images/s) |
|---|---|---|---|---|---|---|
Full AgroVisionNet | 94.2 | 93.5 | 92.8 | 93.1 | 1.2 | 45 |
w/o Transformer (replaced by Bi-LSTM) | 91.6 | 91.2 | 90.8 | 90.9 | 1.0 | 52 |
w/o CNN (replaced by Global Average Pooling) | 90.7 | 89.9 | 89.5 | 89.6 | 0.8 | 58 |
w/o Fusion Module (direct concatenation) | 91.1 | 90.4 | 90.1 | 90.2 | 1.1 | 48 |
