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Results & Models

Pre-trained Models

Backbone Lr schd Mem (GB) Inf time (fps) box AP Config Download
R-50-FPN 1x 3.8 19.0 36.5 config model | log
R-101-FPN 3x 5.4 15.0 41 config model | log

Knowledge Distillation - Single Shot Object Detection

Backbone Backbone (teacher) Lr schd Method Mem (GB) Inf time (fps) box AP Config Download
R-50-FPN - 1x GT 3.8 19.0 36.5 . .
R-50-FPN R-101-FPN 1x GT + All Features (L2) 3.8 19.0 37.0 . .
R-50-FPN R-101-FPN 1x Output (Hard) 3.8 19.0 34.6 . .
R-50-FPN R-101-FPN 1x Output (Hard) + All Features (L2) 3.8 19.0 35.7 . .
R-50-FPN R-101-FPN 1x Output (Hard) + All Features (SSIM) 3.8 19.0 36.5 . .

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