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If you want to find implementations of new methods check out MMDet. You can find SCNet on there which is a new 2021 Cascaded (multi-stage) model. The last time I looked into newer detection models (a few months ago) D2Det was the best performing two-stage detector I could find and SCNet was the best cascaded model. In the SCNet paper their model appears to be about ~1 AP above D2Det using the same (ResNet 101) backbone
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