Object Detection on DeepPCB 1.0 (test)
98.9F1 ScoreYOLOv9c + RefDiffNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| YOLOv9c + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=25.538, FLOPs (G)=104.52026.05 | 98.9 | 99.3 | 84.6 | |
| YOLOv8m + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=25.864, FLOPs (G)=79.92026.05 | 98.7 | 99.2 | 81.4 | |
| YOLOv8s + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=11.142, FLOPs (G)=29.42026.05 | 98.6 | 99.1 | 81.5 | |
| YOLOv9s + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=7.294, FLOPs (G)=28.22026.05 | 98.6 | 99 | 85.6 | |
| YOLOv9m + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=20.167, FLOPs (G)=78.32026.05 | 98.6 | 99.2 | 80.4 | |
| YOLOv9e + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=58.154, FLOPs (G)=193.52026.05 | 98.6 | 99.3 | 86.1 | |
| YOLOv8x + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=68.163, FLOPs (G)=258.92026.05 | 98.5 | 99.1 | 82.2 | |
| YOLOv11n + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=2.595, FLOPs (G)=7.22026.05 | 98.5 | 99.2 | 84.2 | |
| YOLOv8l + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=43.639, FLOPs (G)=166.22026.05 | 98.4 | 99.1 | 83.8 | |
| YOLOv10b + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=20.465, FLOPs (G)=99.52026.05 | 98.4 | 99.2 | 84.6 | |
| YOLOv11s + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=9.434, FLOPs (G)=22.32026.05 | 98.4 | 99.1 | 83.2 | |
| YOLOv12l + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=26.398, FLOPs (G)=90.22026.05 | 98.4 | 99.1 | 84.9 | |
| YOLOv12x + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=59.130, FLOPs (G)=200.62026.05 | 98.4 | 99.3 | 84.3 | |
| YOLOv8n + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=3.016, FLOPs (G)=9.02026.05 | 98.3 | 99.2 | 82.8 | |
| YOLOv9t + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=2.011, FLOPs (G)=8.62026.05 | 98.3 | 99.2 | 84.5 | |
| YOLOv11m + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=20.062, FLOPs (G)=69.02026.05 | 98.3 | 99.2 | 84.1 | |
| YOLOv11l + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=25.319, FLOPs (G)=88.12026.05 | 98.3 | 99 | 84.4 | |
| YOLOv10s + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=8.075, FLOPs (G)=25.62026.05 | 98.2 | 99.1 | 84.5 | |
| YOLOv11x + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=56.885, FLOPs (G)=196.32026.05 | 98.2 | 98.9 | 84.2 | |
| YOLOv12s + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=9.260, FLOPs (G)=22.32026.05 | 98.2 | 99.1 | 82 | |
| YOLOv10x + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=31.671, FLOPs (G)=171.82026.05 | 98.1 | 99 | 85.8 | |
| YOLOv26l + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=26.190, FLOPs (G)=93.92026.05 | 98.1 | 99 | 83 | |
| YOLOv10l + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=25.779, FLOPs (G)=128.02026.05 | 98 | 99.2 | 85.2 | |
| YOLOv12n + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=2.573, FLOPs (G)=7.32026.05 | 98 | 98.9 | 82.6 | |
| YOLOv26x + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=58.827, FLOPs (G)=209.42026.05 | 98 | 99 | 85 | |
| Faster R-CNN + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=41.329, FLOPs (G)=182.22026.05 | 97.8 | 97.8 | 79.9 | |
| YOLOv12m + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=20.146, FLOPs (G)=68.52026.05 | 97.8 | 99 | 83.1 | |
| YOLOv10m + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=16.495, FLOPs (G)=64.82026.05 | 97.7 | 98.8 | 84.7 | |
| YOLOv26m + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=21.786, FLOPs (G)=75.52026.05 | 97.6 | 99 | 80.8 | |
| YOLOv10n + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=2.714, FLOPs (G)=9.22026.05 | 97.3 | 99 | 84.3 | |
| YOLOv26n + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=2.510, FLOPs (G)=6.62026.05 | 97.1 | 98.8 | 83.6 | |
| RT-DETR + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=32.823, FLOPs (G)=108.82026.05 | 96.7 | 98.1 | 82.7 | |
| YOLOv8xConfiguration=Original, Param (M)=68.158, FLOPs (G)=258.12026.05 | 96.6 | 98.4 | 81 | |
| YOLOv11lConfiguration=Original, Param (M)=25.315, FLOPs (G)=87.32026.05 | 96.6 | 98.5 | 83.3 | |
| YOLOv26s + RefDiffNetConfiguration=Original+RefDiffNet, Param (M)=9.957, FLOPs (G)=23.32026.05 | 96.6 | 98.8 | 81.6 | |
| RT-DETRConfiguration=Original, Param (M)=32.818, FLOPs (G)=108.02026.05 | 96.4 | 97.1 | 81.8 | |
| YOLOv10lConfiguration=Original, Param (M)=25.775, FLOPs (G)=127.22026.05 | 96.3 | 98.6 | 82 | |
| YOLOv26lConfiguration=Original, Param (M)=26.186, FLOPs (G)=93.22026.05 | 96.2 | 98.6 | 82.7 | |
| YOLOv9sConfiguration=Original, Param (M)=7.290, FLOPs (G)=27.42026.05 | 96.1 | 98.3 | 84 | |
| YOLOv9cConfiguration=Original, Param (M)=25.534, FLOPs (G)=103.72026.05 | 96.1 | 98.1 | 82 | |
| YOLOv12nConfiguration=Original, Param (M)=2.569, FLOPs (G)=6.52026.05 | 96.1 | 97.9 | 81.9 | |
| YOLOv26sConfiguration=Original, Param (M)=9.953, FLOPs (G)=22.52026.05 | 96.1 | 98 | 80.8 | |
| YOLOv11nConfiguration=Original, Param (M)=2.591, FLOPs (G)=6.42026.05 | 96 | 97.9 | 81.5 | |
| YOLOv12sConfiguration=Original, Param (M)=9.255, FLOPs (G)=21.52026.05 | 96 | 98.1 | 82.2 | |
| YOLOv12mConfiguration=Original, Param (M)=20.142, FLOPs (G)=67.82026.05 | 96 | 98.4 | 81.3 | |
| YOLOv10mConfiguration=Original, Param (M)=16.491, FLOPs (G)=64.02026.05 | 95.9 | 98.2 | 82.1 | |
| YOLOv11mConfiguration=Original, Param (M)=20.058, FLOPs (G)=68.22026.05 | 95.9 | 98.1 | 82.8 | |
| YOLOv11xConfiguration=Original, Param (M)=56.881, FLOPs (G)=195.52026.05 | 95.9 | 97.4 | 82.8 | |
| YOLOv8sConfiguration=Original, Param (M)=11.138, FLOPs (G)=28.72026.05 | 95.8 | 97.9 | 78.7 | |
| YOLOv10bConfiguration=Original, Param (M)=20.460, FLOPs (G)=98.72026.05 | 95.8 | 98.3 | 81.7 | |
| YOLOv12xConfiguration=Original, Param (M)=59.125, FLOPs (G)=199.92026.05 | 95.8 | 98.1 | 82.6 | |
| YOLOv26mConfiguration=Original, Param (M)=21.782, FLOPs (G)=74.82026.05 | 95.8 | 98.3 | 79.5 | |
| YOLOv9tConfiguration=Original, Param (M)=2.007, FLOPs (G)=7.92026.05 | 95.7 | 97.6 | 82.4 | |
| YOLOv9eConfiguration=Original, Param (M)=58.150, FLOPs (G)=192.72026.05 | 95.7 | 98 | 84 | |
| YOLOv8lConfiguration=Original, Param (M)=43.634, FLOPs (G)=165.42026.05 | 95.6 | 98.2 | 83.2 | |
| YOLOv11sConfiguration=Original, Param (M)=9.430, FLOPs (G)=21.62026.05 | 95.6 | 98.2 | 81.6 | |
| YOLOv12lConfiguration=Original, Param (M)=26.394, FLOPs (G)=89.42026.05 | 95.4 | 98.1 | 81 | |
| YOLOv8nConfiguration=Original, Param (M)=3.012, FLOPs (G)=8.22026.05 | 95.3 | 97.1 | 78.9 | |
| YOLOv10sConfiguration=Original, Param (M)=8.071, FLOPs (G)=24.82026.05 | 95.3 | 97.5 | 82.1 | |
| YOLOv26xConfiguration=Original, Param (M)=58.822, FLOPs (G)=208.62026.05 | 95.3 | 98.2 | 82 | |
| YOLOv26nConfiguration=Original, Param (M)=2.506, FLOPs (G)=5.82026.05 | 95.2 | 97.7 | 81.2 | |
| YOLOv8mConfiguration=Original, Param (M)=25.860, FLOPs (G)=79.12026.05 | 95.1 | 97.3 | 79.7 | |
| YOLOv10nConfiguration=Original, Param (M)=2.709, FLOPs (G)=8.42026.05 | 95.1 | 97.6 | 81.6 | |
| YOLOv10xConfiguration=Original, Param (M)=31.666, FLOPs (G)=171.12026.05 | 95.1 | 98 | 82.1 | |
| YOLOv9mConfiguration=Original, Param (M)=20.163, FLOPs (G)=77.62026.05 | 94.7 | 97.9 | 80 | |
| Faster R-CNNConfiguration=Original, Param (M)=41.325, FLOPs (G)=181.52026.05 | 94.4 | 95.3 | 76.5 |