Weed Segmentation on WeedBananaCOD (test)
99.2IoU (Background)FCBNet-large
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FCBNet-largeModality=RGB-NIR, Inference time (s)=0.0381, Training time (h)=0.171, Total params. (M)=202.325, Trainable params. (M)=4.555, GFLOPS=19.5542026.02 | 99.2 | 77.1 | 88.1 | |
| FCBNet-tinyModality=RGB-NIR, Inference time (s)=0.0149, Training time (h)=0.062, Total params. (M)=30.605, Trainable params. (M)=2.015, GFLOPS=13.1762026.02 | 99.1 | 74 | 86.5 | |
| FCBNet-largeModality=RGB, Inference time (s)=0.0360, Training time (h)=0.169, Total params. (M)=202.322, Trainable params. (M)=4.555, GFLOPS=19.5042026.02 | 99.1 | 74.6 | 86.8 | |
| DeepLabV3+Modality=RGB-NIR, Inference time (s)=0.0390, Training time (h)=0.125, Total params. (M)=26.681, Trainable params. (M)=26.681, GFLOPS=36.9682026.02 | 99.1 | 72.5 | 85.8 | |
| FCBNet-tinyModality=RGB, Inference time (s)=0.0139, Training time (h)=0.060, Total params. (M)=30.604, Trainable params. (M)=2.015, GFLOPS=13.1512026.02 | 99 | 71.7 | 85.3 | |
| U-NetModality=RGB, Inference time (s)=0.0243, Training time (h)=0.097, Total params. (M)=32.521, Trainable params. (M)=32.521, GFLOPS=42.7712026.02 | 99 | 71.5 | 85.1 | |
| U-NetModality=RGB-NIR, Inference time (s)=0.0257, Training time (h)=0.100, Total params. (M)=32.524, Trainable params. (M)=32.524, GFLOPS=42.9762026.02 | 99 | 72 | 85.5 | |
| SegFormerModality=RGB-NIR, Inference time (s)=0.0295, Training time (h)=0.312, Total params. (M)=84.598, Trainable params. (M)=84.598, GFLOPS=49.7842026.02 | 99 | 73.8 | 86.4 | |
| SK-U-NetModality=RGB-NIR, Inference time (s)=0.0238, Training time (h)=0.170, Total params. (M)=34.447, Trainable params. (M)=34.447, GFLOPS=44.9502026.02 | 99 | 70.5 | 84.7 | |
| SegFormerModality=RGB, Inference time (s)=0.0203, Training time (h)=0.310, Total params. (M)=84.595, Trainable params. (M)=84.595, GFLOPS=49.7332026.02 | 98.9 | 69.5 | 84.2 | |
| DeepLabV3+Modality=RGB, Inference time (s)=0.0270, Training time (h)=0.123, Total params. (M)=26.678, Trainable params. (M)=26.678, GFLOPS=36.7622026.02 | 98.8 | 72.1 | 85.5 | |
| WeedSenseModality=RGB-NIR, Inference time (s)=0.0225, Training time (h)=0.093, Total params. (M)=12.723, Trainable params. (M)=12.723, GFLOPS=12.7782026.02 | 98.6 | 62.5 | 80.5 | |
| SK-U-NetModality=RGB, Inference time (s)=0.0231, Training time (h)=0.170, Total params. (M)=34.444, Trainable params. (M)=34.444, GFLOPS=44.7452026.02 | 98.6 | 64.1 | 81.3 | |
| WeedSenseModality=RGB, Inference time (s)=0.0223, Training time (h)=0.089, Total params. (M)=12.721, Trainable params. (M)=12.721, GFLOPS=12.7312026.02 | 98.4 | 59.6 | 79 |