centermask2
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some failure cases (not change params or thresholds, using defaults)

Especially the last picuture, I believed that car should more than 75% probabilities.
CenterMask has a trend to have lower box confidences due to maskiou_head.
However, lower confidence scores do not mean lower detection results.
When you lower the threshold, you can get the detection boxes.
May I ask why maskiou_head trends to get lower confidence?
Probably, it is a trade-off resulting from mask and detection losses. You can check if FCOS can detect those missed detections. If it can, it is better to train the CenterMask with a frozen FCOS