Table 4 Ablation experimental results on the LOL dataset.
From: Complex dark environment-oriented object detection method based on YOLO-AS
Baseline | Zero-DCES | ECA_ASPP | SK | Params (M) | Flops (G) | map@50 (%) | map@50:95 (%) | Speed (ms) |
|---|---|---|---|---|---|---|---|---|
YOLOv7 | Â | Â | Â | 36.5 | 104.7 | 61.42 | 33.76 | 12.30 |
|  | √ |  |  | 36.7 | 105.5 | 64.93 | 35.53 | 13.30 |
|  |  | √ |  | 39.8 | 104.8 | 63.10 | 34.74 | 13.40 |
|  |  |  | √ | 39.5 | 104.7 | 63.57 | 34.96 | 12.80 |
|  | √ | √ |  | 40.0 | 105.6 | 65.82 | 35.79 | 14.70 |
|  | √ |  | √ | 39.7 | 105.5 | 65.26 | 35.33 | 13.70 |
|  |  | √ | √ | 42.8 | 104.8 | 64.69 | 34.87 | 14.10 |
|  | √ | √ | √ | 43.0 | 105.6 | 67.81 | 35.88 | 15.40 |
