@@ -48,17 +48,18 @@ model.detect(image)
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PubLayNet Dataset:
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- | Model | CPU time cost | GPU time cost |
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- | :-------------: | :-----------: | :-----------: |
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- | Detectron2 | 16545.5ms | 209.5ms |
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- | PaddleDetection | 1713.7ms | 66.6ms |
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+ | Model | model | mAP | CPU time cost | GPU time cost |
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+ | :-------------: | :---: | :-----------: | :-----------: | :-----------: |
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+ | Detectron2 | mask_rcnn_X_101_32x8d_FPN_3x | 89.0 | 16545.5ms | 209.5ms |
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+ | PaddleDetection | ppyolov2_r50vd_dcn_365e | 93.6 | 1713.7ms | 66.6ms |
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+
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TableBank Dataset:
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- | Model | CPU time cost | GPU time cost |
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- | :-------------: | :-----------: | :-----------: |
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- | Detectron2 | 7623.2ms | 104.2.ms |
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- | PaddleDetection | 1968.4ms | 65.1ms |
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+ | Model | model | mAP | CPU time cost | GPU time cost |
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+ | :-------------: | :---: | :-----------: | :--- --------: | :-----------: |
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+ | Detectron2 | faster_rcnn_R_101_FPN_3x | 91.3 | 7623.2ms | 104.2.ms |
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+ | PaddleDetection | ppyolov2_r50vd_dcn_365e | 96.2 | 1968.4ms | 65.1ms |
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** Envrionment:**
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@@ -74,4 +75,4 @@ TableBank Dataset:
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| [ PubLayNet] ( https://github.com/ibm-aur-nlp/PubLayNet ) | ` {0: "Text", 1: "Title", 2: "List", 3:"Table", 4:"Figure"} ` |
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| [ PrimaLayout] ( https://www.primaresearch.org/dataset/ ) | ` {1:"TextRegion", 2:"ImageRegion", 3:"TableRegion", 4:"MathsRegion", 5:"SeparatorRegion", 6:"OtherRegion"} ` |
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| [ NewspaperNavigator] ( https://news-navigator.labs.loc.gov/ ) | ` {0: "Photograph", 1: "Illustration", 2: "Map", 3: "Comics/Cartoon", 4: "Editorial Cartoon", 5: "Headline", 6: "Advertisement"} ` |
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- | [ TableBank] ( https://doc-analysis.github.io/tablebank-page/index.html ) | ` {0: "Table"} ` |
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+ | [ TableBank] ( https://doc-analysis.github.io/tablebank-page/index.html ) | ` {0: "Table"} ` |
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