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200 epoch wn 224

./models/cp-145-4.073046

Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.425 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.816 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.356 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = -1.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.430 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.438 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.510 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.510 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.510 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = -1.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.493 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.512

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199 epoch wn batch-norm + cany ./models/cp-140-4.228698

Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.419 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.878 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.260 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = -1.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.480 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.421 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.508 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.508 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.508 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = -1.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.532 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.499

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200 white-norm --se once ./models/cp-101-4.122091

Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.463 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.918 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.406 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = -1.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.465 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.480 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.535 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.535 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.535 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = -1.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.495 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.557

--------------------batch norm + se -----------------------------------------------

./models/cp-12-4.031234

Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.516 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.930 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.528 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = -1.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.502 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.533 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.579 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.579 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.579 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = -1.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.547 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.591

./models/cp-30-3.614092

Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.430 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.951 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.335 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = -1.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.369 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.471 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.488 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.488 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.488 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = -1.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.391 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.533

mutil_output + se + bn

only+mid Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.463 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.890 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.405 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = -1.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.541 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.447 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.530 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.530 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.530 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = -1.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.582 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.507

only + large Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.594 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.978 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.675 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = -1.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.507 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.630 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.640 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.640 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.640 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = -1.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.563 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.673

mid+large

Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.599 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.978 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.678 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = -1.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.525 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.632 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.647 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.647 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.647 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = -1.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.578 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.678

change anchor Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.554 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.932 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.606 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = -1.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.490 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.590 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.612 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.612 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.612 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = -1.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.541 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.647