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Epiphqny / SOLOv2

SOLOv2: Dynamic, Faster and Stronger, achives 39.5mAP on coco test-dev (36 epochs result)
https://arxiv.org/abs/2003.10152
Apache License 2.0
245 stars 37 forks source link

what is the problem #24

Open JiangWeiHn opened 4 years ago

JiangWeiHn commented 4 years ago

When I test my trained weights file,I got the message:

The model and loaded state dict do not match exactly

unexpected key in source state_dict: backbone.conv1.weight, backbone.bn1.weight, backbone.bn1.bias, backbone.bn1.running_mean, backbone.bn1.running_var, backbone.bn1.num_batches_tracked, backbone.layer1.0.conv1.weight, backbone.layer1.0.bn1.weight, backbone.layer1.0.bn1.bias, backbone.layer1.0.bn1.running_mean, backbone.layer1.0.bn1.running_var, backbone.layer1.0.bn1.num_batches_tracked, backbone.layer1.0.conv2.weight, backbone.layer1.0.bn2.weight, backbone.layer1.0.bn2.bias, backbone.layer1.0.bn2.running_mean, backbone.layer1.0.bn2.running_var, backbone.layer1.0.bn2.num_batches_tracked, backbone.layer1.0.conv3.weight, backbone.layer1.0.bn3.weight, backbone.layer1.0.bn3.bias, backbone.layer1.0.bn3.running_mean, backbone.layer1.0.bn3.running_var, backbone.layer1.0.bn3.num_batches_tracked, backbone.layer1.0.downsample.0.weight, backbone.layer1.0.downsample.1.weight, backbone.layer1.0.downsample.1.bias, backbone.layer1.0.downsample.1.running_mean, backbone.layer1.0.downsample.1.running_var, backbone.layer1.0.downsample.1.num_batches_tracked, backbone.layer1.1.conv1.weight, backbone.layer1.1.bn1.weight, backbone.layer1.1.bn1.bias, backbone.layer1.1.bn1.running_mean, backbone.layer1.1.bn1.running_var, backbone.layer1.1.bn1.num_batches_tracked, backbone.layer1.1.conv2.weight, backbone.layer1.1.bn2.weight, backbone.layer1.1.bn2.bias, backbone.layer1.1.bn2.running_mean, backbone.layer1.1.bn2.running_var, backbone.layer1.1.bn2.num_batches_tracked, backbone.layer1.1.conv3.weight, backbone.layer1.1.bn3.weight, backbone.layer1.1.bn3.bias, backbone.layer1.1.bn3.running_mean, backbone.layer1.1.bn3.running_var, backbone.layer1.1.bn3.num_batches_tracked, backbone.layer1.2.conv1.weight, backbone.layer1.2.bn1.weight, backbone.layer1.2.bn1.bias, backbone.layer1.2.bn1.running_mean, backbone.layer1.2.bn1.running_var, backbone.layer1.2.bn1.num_batches_tracked, backbone.layer1.2.conv2.weight, backbone.layer1.2.bn2.weight, backbone.layer1.2.bn2.bias, backbone.layer1.2.bn2.running_mean, backbone.layer1.2.bn2.running_var, backbone.layer1.2.bn2.num_batches_tracked, backbone.layer1.2.conv3.weight, backbone.layer1.2.bn3.weight, backbone.layer1.2.bn3.bias, backbone.layer1.2.bn3.running_mean, backbone.layer1.2.bn3.running_var, backbone.layer1.2.bn3.num_batches_tracked, backbone.layer2.0.conv1.weight, backbone.layer2.0.bn1.weight, backbone.layer2.0.bn1.bias, backbone.layer2.0.bn1.running_mean, backbone.layer2.0.bn1.running_var, backbone.layer2.0.bn1.num_batches_tracked, backbone.layer2.0.conv2.weight, backbone.layer2.0.bn2.weight, backbone.layer2.0.bn2.bias, backbone.layer2.0.bn2.running_mean, backbone.layer2.0.bn2.running_var, backbone.layer2.0.bn2.num_batches_tracked, backbone.layer2.0.conv3.weight, backbone.layer2.0.bn3.weight, backbone.layer2.0.bn3.bias, backbone.layer2.0.bn3.running_mean, backbone.layer2.0.bn3.running_var, backbone.layer2.0.bn3.num_batches_tracked, backbone.layer2.0.downsample.0.weight, backbone.layer2.0.downsample.1.weight, backbone.layer2.0.downsample.1.bias, backbone.layer2.0.downsample.1.running_mean, backbone.layer2.0.downsample.1.running_var, backbone.layer2.0.downsample.1.num_batches_tracked, backbone.layer2.1.conv1.weight, backbone.layer2.1.bn1.weight, backbone.layer2.1.bn1.bias, backbone.layer2.1.bn1.running_mean, backbone.layer2.1.bn1.running_var, backbone.layer2.1.bn1.num_batches_tracked, backbone.layer2.1.conv2.weight, backbone.layer2.1.bn2.weight, backbone.layer2.1.bn2.bias, backbone.layer2.1.bn2.running_mean, backbone.layer2.1.bn2.running_var, backbone.layer2.1.bn2.num_batches_tracked, backbone.layer2.1.conv3.weight, backbone.layer2.1.bn3.weight, backbone.layer2.1.bn3.bias, backbone.layer2.1.bn3.running_mean, backbone.layer2.1.bn3.running_var, backbone.layer2.1.bn3.num_batches_tracked, backbone.layer2.2.conv1.weight, backbone.layer2.2.bn1.weight, backbone.layer2.2.bn1.bias, backbone.layer2.2.bn1.running_mean, backbone.layer2.2.bn1.running_var, backbone.layer2.2.bn1.num_batches_tracked, backbone.layer2.2.conv2.weight, backbone.layer2.2.bn2.weight, backbone.layer2.2.bn2.bias, backbone.layer2.2.bn2.running_mean, backbone.layer2.2.bn2.running_var, backbone.layer2.2.bn2.num_batches_tracked, backbone.layer2.2.conv3.weight, backbone.layer2.2.bn3.weight, backbone.layer2.2.bn3.bias, backbone.layer2.2.bn3.running_mean, backbone.layer2.2.bn3.running_var, backbone.layer2.2.bn3.num_batches_tracked, backbone.layer2.3.conv1.weight, backbone.layer2.3.bn1.weight, backbone.layer2.3.bn1.bias, backbone.layer2.3.bn1.running_mean, backbone.layer2.3.bn1.running_var, backbone.layer2.3.bn1.num_batches_tracked, backbone.layer2.3.conv2.weight, backbone.layer2.3.bn2.weight, backbone.layer2.3.bn2.bias, backbone.layer2.3.bn2.running_mean, backbone.layer2.3.bn2.running_var, backbone.layer2.3.bn2.num_batches_tracked, backbone.layer2.3.conv3.weight, backbone.layer2.3.bn3.weight, backbone.layer2.3.bn3.bias, backbone.layer2.3.bn3.running_mean, backbone.layer2.3.bn3.running_var, backbone.layer2.3.bn3.num_batches_tracked, backbone.layer3.0.conv1.weight, backbone.layer3.0.bn1.weight, backbone.layer3.0.bn1.bias, backbone.layer3.0.bn1.running_mean, backbone.layer3.0.bn1.running_var, backbone.layer3.0.bn1.num_batches_tracked, backbone.layer3.0.conv2.weight, backbone.layer3.0.bn2.weight, backbone.layer3.0.bn2.bias, backbone.layer3.0.bn2.running_mean, backbone.layer3.0.bn2.running_var, backbone.layer3.0.bn2.num_batches_tracked, backbone.layer3.0.conv3.weight, backbone.layer3.0.bn3.weight, backbone.layer3.0.bn3.bias, backbone.layer3.0.bn3.running_mean, backbone.layer3.0.bn3.running_var, backbone.layer3.0.bn3.num_batches_tracked, backbone.layer3.0.downsample.0.weight, backbone.layer3.0.downsample.1.weight, backbone.layer3.0.downsample.1.bias, backbone.layer3.0.downsample.1.running_mean, backbone.layer3.0.downsample.1.running_var, backbone.layer3.0.downsample.1.num_batches_tracked, backbone.layer3.1.conv1.weight, backbone.layer3.1.bn1.weight, backbone.layer3.1.bn1.bias, backbone.layer3.1.bn1.running_mean, backbone.layer3.1.bn1.running_var, backbone.layer3.1.bn1.num_batches_tracked, backbone.layer3.1.conv2.weight, backbone.layer3.1.bn2.weight, backbone.layer3.1.bn2.bias, backbone.layer3.1.bn2.running_mean, backbone.layer3.1.bn2.running_var, backbone.layer3.1.bn2.num_batches_tracked, backbone.layer3.1.conv3.weight, backbone.layer3.1.bn3.weight, backbone.layer3.1.bn3.bias, backbone.layer3.1.bn3.running_mean, backbone.layer3.1.bn3.running_var, backbone.layer3.1.bn3.num_batches_tracked, backbone.layer3.2.conv1.weight, backbone.layer3.2.bn1.weight, backbone.layer3.2.bn1.bias, backbone.layer3.2.bn1.running_mean, backbone.layer3.2.bn1.running_var, backbone.layer3.2.bn1.num_batches_tracked, backbone.layer3.2.conv2.weight, backbone.layer3.2.bn2.weight, backbone.layer3.2.bn2.bias, backbone.layer3.2.bn2.running_mean, backbone.layer3.2.bn2.running_var, backbone.layer3.2.bn2.num_batches_tracked, backbone.layer3.2.conv3.weight, backbone.layer3.2.bn3.weight, backbone.layer3.2.bn3.bias, backbone.layer3.2.bn3.running_mean, backbone.layer3.2.bn3.running_var, backbone.layer3.2.bn3.num_batches_tracked, backbone.layer3.3.conv1.weight, backbone.layer3.3.bn1.weight, backbone.layer3.3.bn1.bias, backbone.layer3.3.bn1.running_mean, backbone.layer3.3.bn1.running_var, backbone.layer3.3.bn1.num_batches_tracked, backbone.layer3.3.conv2.weight, backbone.layer3.3.bn2.weight, backbone.layer3.3.bn2.bias, backbone.layer3.3.bn2.running_mean, backbone.layer3.3.bn2.running_var, backbone.layer3.3.bn2.num_batches_tracked, backbone.layer3.3.conv3.weight, backbone.layer3.3.bn3.weight, backbone.layer3.3.bn3.bias, backbone.layer3.3.bn3.running_mean, backbone.layer3.3.bn3.running_var, backbone.layer3.3.bn3.num_batches_tracked, backbone.layer3.4.conv1.weight, backbone.layer3.4.bn1.weight, backbone.layer3.4.bn1.bias, backbone.layer3.4.bn1.running_mean, backbone.layer3.4.bn1.running_var, backbone.layer3.4.bn1.num_batches_tracked, backbone.layer3.4.conv2.weight, backbone.layer3.4.bn2.weight, backbone.layer3.4.bn2.bias, backbone.layer3.4.bn2.running_mean, backbone.layer3.4.bn2.running_var, backbone.layer3.4.bn2.num_batches_tracked, backbone.layer3.4.conv3.weight, backbone.layer3.4.bn3.weight, backbone.layer3.4.bn3.bias, backbone.layer3.4.bn3.running_mean, backbone.layer3.4.bn3.running_var, backbone.layer3.4.bn3.num_batches_tracked, backbone.layer3.5.conv1.weight, backbone.layer3.5.bn1.weight, backbone.layer3.5.bn1.bias, backbone.layer3.5.bn1.running_mean, backbone.layer3.5.bn1.running_var, backbone.layer3.5.bn1.num_batches_tracked, backbone.layer3.5.conv2.weight, backbone.layer3.5.bn2.weight, backbone.layer3.5.bn2.bias, backbone.layer3.5.bn2.running_mean, backbone.layer3.5.bn2.running_var, backbone.layer3.5.bn2.num_batches_tracked, backbone.layer3.5.conv3.weight, backbone.layer3.5.bn3.weight, backbone.layer3.5.bn3.bias, backbone.layer3.5.bn3.running_mean, backbone.layer3.5.bn3.running_var, backbone.layer3.5.bn3.num_batches_tracked, backbone.layer4.0.conv1.weight, backbone.layer4.0.bn1.weight, backbone.layer4.0.bn1.bias, backbone.layer4.0.bn1.running_mean, backbone.layer4.0.bn1.running_var, backbone.layer4.0.bn1.num_batches_tracked, backbone.layer4.0.conv2.weight, backbone.layer4.0.bn2.weight, backbone.layer4.0.bn2.bias, backbone.layer4.0.bn2.running_mean, backbone.layer4.0.bn2.running_var, backbone.layer4.0.bn2.num_batches_tracked, backbone.layer4.0.conv3.weight, backbone.layer4.0.bn3.weight, backbone.layer4.0.bn3.bias, backbone.layer4.0.bn3.running_mean, backbone.layer4.0.bn3.running_var, backbone.layer4.0.bn3.num_batches_tracked, backbone.layer4.0.downsample.0.weight, backbone.layer4.0.downsample.1.weight, backbone.layer4.0.downsample.1.bias, backbone.layer4.0.downsample.1.running_mean, backbone.layer4.0.downsample.1.running_var, backbone.layer4.0.downsample.1.num_batches_tracked, backbone.layer4.1.conv1.weight, backbone.layer4.1.bn1.weight, backbone.layer4.1.bn1.bias, backbone.layer4.1.bn1.running_mean, backbone.layer4.1.bn1.running_var, backbone.layer4.1.bn1.num_batches_tracked, backbone.layer4.1.conv2.weight, backbone.layer4.1.bn2.weight, backbone.layer4.1.bn2.bias, backbone.layer4.1.bn2.running_mean, backbone.layer4.1.bn2.running_var, backbone.layer4.1.bn2.num_batches_tracked, backbone.layer4.1.conv3.weight, backbone.layer4.1.bn3.weight, backbone.layer4.1.bn3.bias, backbone.layer4.1.bn3.running_mean, backbone.layer4.1.bn3.running_var, backbone.layer4.1.bn3.num_batches_tracked, backbone.layer4.2.conv1.weight, backbone.layer4.2.bn1.weight, backbone.layer4.2.bn1.bias, backbone.layer4.2.bn1.running_mean, backbone.layer4.2.bn1.running_var, backbone.layer4.2.bn1.num_batches_tracked, backbone.layer4.2.conv2.weight, backbone.layer4.2.bn2.weight, backbone.layer4.2.bn2.bias, backbone.layer4.2.bn2.running_mean, backbone.layer4.2.bn2.running_var, backbone.layer4.2.bn2.num_batches_tracked, backbone.layer4.2.conv3.weight, backbone.layer4.2.bn3.weight, backbone.layer4.2.bn3.bias, backbone.layer4.2.bn3.running_mean, backbone.layer4.2.bn3.running_var, backbone.layer4.2.bn3.num_batches_tracked, neck.lateral_convs.0.conv.weight, neck.lateral_convs.0.conv.bias, neck.lateral_convs.1.conv.weight, neck.lateral_convs.1.conv.bias, neck.lateral_convs.2.conv.weight, neck.lateral_convs.2.conv.bias, neck.lateral_convs.3.conv.weight, neck.lateral_convs.3.conv.bias, neck.fpn_convs.0.conv.weight, neck.fpn_convs.0.conv.bias, neck.fpn_convs.1.conv.weight, neck.fpn_convs.1.conv.bias, neck.fpn_convs.2.conv.weight, neck.fpn_convs.2.conv.bias, neck.fpn_convs.3.conv.weight, neck.fpn_convs.3.conv.bias, bbox_head.feature_convs.0.conv0.conv.weight, bbox_head.feature_convs.1.conv0.conv.weight, bbox_head.feature_convs.2.conv0.conv.weight, bbox_head.feature_convs.2.conv1.conv.weight, bbox_head.feature_convs.3.conv0.conv.weight, bbox_head.feature_convs.3.conv1.conv.weight, bbox_head.feature_convs.3.conv2.conv.weight, bbox_head.kernel_convs.0.conv.weight, bbox_head.kernel_convs.0.gn.weight, bbox_head.kernel_convs.0.gn.bias, bbox_head.kernel_convs.1.conv.weight, bbox_head.kernel_convs.1.gn.weight, bbox_head.kernel_convs.1.gn.bias, bbox_head.kernel_convs.2.conv.weight, bbox_head.kernel_convs.2.gn.weight, bbox_head.kernel_convs.2.gn.bias, bbox_head.kernel_convs.3.conv.weight, bbox_head.kernel_convs.3.gn.weight, bbox_head.kernel_convs.3.gn.bias, bbox_head.kernel_convs.4.conv.weight, bbox_head.kernel_convs.4.gn.weight, bbox_head.kernel_convs.4.gn.bias, bbox_head.kernel_convs.5.conv.weight, bbox_head.kernel_convs.5.gn.weight, bbox_head.kernel_convs.5.gn.bias, bbox_head.kernel_convs.6.conv.weight, bbox_head.kernel_convs.6.gn.weight, bbox_head.kernel_convs.6.gn.bias, bbox_head.cate_convs.0.conv.weight, bbox_head.cate_convs.0.gn.weight, bbox_head.cate_convs.0.gn.bias, bbox_head.cate_convs.1.conv.weight, bbox_head.cate_convs.1.gn.weight, bbox_head.cate_convs.1.gn.bias, bbox_head.cate_convs.2.conv.weight, bbox_head.cate_convs.2.gn.weight, bbox_head.cate_convs.2.gn.bias, bbox_head.cate_convs.3.conv.weight, bbox_head.cate_convs.3.gn.weight, bbox_head.cate_convs.3.gn.bias, bbox_head.cate_convs.4.conv.weight, bbox_head.cate_convs.4.gn.weight, bbox_head.cate_convs.4.gn.bias, bbox_head.cate_convs.5.conv.weight, bbox_head.cate_convs.5.gn.weight, bbox_head.cate_convs.5.gn.bias, bbox_head.cate_convs.6.conv.weight, bbox_head.cate_convs.6.gn.weight, bbox_head.cate_convs.6.gn.bias, bbox_head.solo_kernel.weight, bbox_head.solo_kernel.bias, bbox_head.solo_cate.weight, bbox_head.solo_cate.bias, bbox_head.solo_mask.conv.weight, bbox_head.solo_mask.gn.weight, bbox_head.solo_mask.gn.bias

missing keys in source state_dict: module.module.module.module.backbone.conv1.weight, module.module.module.module.backbone.bn1.weight, module.module.module.module.backbone.bn1.bias, module.module.module.module.backbone.bn1.running_mean, module.module.module.module.backbone.bn1.running_var, module.module.module.module.backbone.layer1.0.conv1.weight, module.module.module.module.backbone.layer1.0.bn1.weight, module.module.module.module.backbone.layer1.0.bn1.bias, module.module.module.module.backbone.layer1.0.bn1.running_mean, module.module.module.module.backbone.layer1.0.bn1.running_var, module.module.module.module.backbone.layer1.0.conv2.weight, module.module.module.module.backbone.layer1.0.bn2.weight, module.module.module.module.backbone.layer1.0.bn2.bias, module.module.module.module.backbone.layer1.0.bn2.running_mean, module.module.module.module.backbone.layer1.0.bn2.running_var, module.module.module.module.backbone.layer1.0.conv3.weight, module.module.module.module.backbone.layer1.0.bn3.weight, module.module.module.module.backbone.layer1.0.bn3.bias, module.module.module.module.backbone.layer1.0.bn3.running_mean, module.module.module.module.backbone.layer1.0.bn3.running_var, module.module.module.module.backbone.layer1.0.downsample.0.weight, module.module.module.module.backbone.layer1.0.downsample.1.weight, module.module.module.module.backbone.layer1.0.downsample.1.bias, module.module.module.module.backbone.layer1.0.downsample.1.running_mean, module.module.module.module.backbone.layer1.0.downsample.1.running_var, module.module.module.module.backbone.layer1.1.conv1.weight, module.module.module.module.backbone.layer1.1.bn1.weight, module.module.module.module.backbone.layer1.1.bn1.bias, module.module.module.module.backbone.layer1.1.bn1.running_mean, module.module.module.module.backbone.layer1.1.bn1.running_var, module.module.module.module.backbone.layer1.1.conv2.weight, module.module.module.module.backbone.layer1.1.bn2.weight, module.module.module.module.backbone.layer1.1.bn2.bias, module.module.module.module.backbone.layer1.1.bn2.running_mean, module.module.module.module.backbone.layer1.1.bn2.running_var, module.module.module.module.backbone.layer1.1.conv3.weight, module.module.module.module.backbone.layer1.1.bn3.weight, module.module.module.module.backbone.layer1.1.bn3.bias, module.module.module.module.backbone.layer1.1.bn3.running_mean, module.module.module.module.backbone.layer1.1.bn3.running_var, module.module.module.module.backbone.layer1.2.conv1.weight, module.module.module.module.backbone.layer1.2.bn1.weight, module.module.module.module.backbone.layer1.2.bn1.bias, module.module.module.module.backbone.layer1.2.bn1.running_mean, module.module.module.module.backbone.layer1.2.bn1.running_var, module.module.module.module.backbone.layer1.2.conv2.weight, module.module.module.module.backbone.layer1.2.bn2.weight, module.module.module.module.backbone.layer1.2.bn2.bias, module.module.module.module.backbone.layer1.2.bn2.running_mean, module.module.module.module.backbone.layer1.2.bn2.running_var, module.module.module.module.backbone.layer1.2.conv3.weight, module.module.module.module.backbone.layer1.2.bn3.weight, module.module.module.module.backbone.layer1.2.bn3.bias, module.module.module.module.backbone.layer1.2.bn3.running_mean, module.module.module.module.backbone.layer1.2.bn3.running_var, module.module.module.module.backbone.layer2.0.conv1.weight, module.module.module.module.backbone.layer2.0.bn1.weight, module.module.module.module.backbone.layer2.0.bn1.bias, module.module.module.module.backbone.layer2.0.bn1.running_mean, module.module.module.module.backbone.layer2.0.bn1.running_var, module.module.module.module.backbone.layer2.0.conv2.weight, module.module.module.module.backbone.layer2.0.bn2.weight, module.module.module.module.backbone.layer2.0.bn2.bias, module.module.module.module.backbone.layer2.0.bn2.running_mean, module.module.module.module.backbone.layer2.0.bn2.running_var, module.module.module.module.backbone.layer2.0.conv3.weight, module.module.module.module.backbone.layer2.0.bn3.weight, module.module.module.module.backbone.layer2.0.bn3.bias, module.module.module.module.backbone.layer2.0.bn3.running_mean, module.module.module.module.backbone.layer2.0.bn3.running_var, module.module.module.module.backbone.layer2.0.downsample.0.weight, module.module.module.module.backbone.layer2.0.downsample.1.weight, module.module.module.module.backbone.layer2.0.downsample.1.bias, module.module.module.module.backbone.layer2.0.downsample.1.running_mean, module.module.module.module.backbone.layer2.0.downsample.1.running_var, module.module.module.module.backbone.layer2.1.conv1.weight, module.module.module.module.backbone.layer2.1.bn1.weight, module.module.module.module.backbone.layer2.1.bn1.bias, 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module.module.module.module.bbox_head.solo_kernel.weight, module.module.module.module.bbox_head.solo_kernel.bias, module.module.module.module.bbox_head.solo_cate.weight, module.module.module.module.bbox_head.solo_cate.bias, module.module.module.module.bbox_head.solo_mask.conv.weight, module.module.module.module.bbox_head.solo_mask.gn.weight, module.module.module.module.bbox_head.solo_mask.gn.bias I don't know how to fix it .please help me

JiangWeiHn commented 4 years ago

After testing 2 epoch pth files ,then the messsage come up.The test results of those two files are normal。When I ignore the warning message and continue to run the program，I got the same mAP in different epoch file.