Lane Detection

在BDD100K数据集上进行车道分割检测

Training

./train_bdd100k.sh

Video Test

读取视频帧,并对分割后的结果进行展示
./video_seg.sh
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Validation

将验证集预测结果和gt结果进行对比展示,并计算单帧前向传播的时间
./time_val_bdd100k.sh
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模型 单帧前传速度(640x480) mIoU
erfnet 18.98ms 75.44%
resnet101-deeplabv3+ 26.92ms 87.21%
mobilenetv2-deeplabv3+ 17.73ms 76.73%
mobilenetv2-focal-loss-deeplabv3+ 17.73ms 68.10%
resnet18-bisenet 7.68ms 76.32%
ENet 15.14ms 81.32%