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Document Layout Analysis on DocLayNet (test)

89mAP

DINO (m2doc)

Updated 4d ago

Evaluation Results

Method	Links
DINO (m2doc) 2026.01		89	-	-	-	-	-	-	-	-	-	-	-	-
Cascade (m2doc) 2026.01		86.7	-	-	-	-	-	-	-	-	-	-	-	-
PARL 2026.01		81.9	-	-	-	-	-	-	-	-	-	-	-	93.7
GLAM + YOLO 2023.08		80.8	77.7	77.2	66.6	86.2	86.2	78	77.1	79.8	86.3	88.1	85.1	-
DFINE-X 2026.01		80.7	-	-	-	-	-	-	-	-	-	-	-	93.3
DocLayout-YOLO 2026.01		79.7	-	-	-	-	-	-	-	-	-	-	-	93.4
DINO 2026.01		77.7	-	-	-	-	-	-	-	-	-	-	-	93.5
YOLOV5 2023.05		76.8	77.7	77.2	66.2	86.2	61.1	67.9	77.1	74.6	86.3	88.1	82.7	-
YOLO 2023.08		76.8	77.7	77.2	66.2	86.2	61.1	67.9	77.1	74.6	86.3	88.1	82.7	-
Cascade 2026.01		75.6	-	-	-	-	-	-	-	-	-	-	-	-
LayoutLMv3 2026.01		75.4	-	-	-	-	-	-	-	-	-	-	-	92.1
Mask R-CNN 2023.05		73.5	71.5	71.8	63.4	80.8	59.3	70	72.7	69.3	82.9	85.8	80.4	-
MRCNN 2023.08		73.5	71.5	71.8	63.4	80.8	59.3	70	72.7	69.3	82.9	85.8	80.4	-
Mask R-CNN 2026.01		73.5	-	-	-	-	-	-	-	-	-	-	-	-
Faster R-CNN 2023.05		73.4	70.1	73.7	63.5	81	58.9	72	72	68.4	82.2	85.4	79.9	-
FRCNN 2023.08		73.4	70.1	73.7	63.5	81	58.9	72	72	68.4	82.2	85.4	79.9	-
Faster R-CNN 2026.01		73.4	-	-	-	-	-	-	-	-	-	-	-	-
Mask R-CNN 2023.05		72.4	68.4	70.9	60.1	81.2	61.6	71.9	71.7	67.6	82.2	84.6	76.7	-
MRCNN 2023.08		72.4	68.4	70.9	60.1	81.2	61.6	71.9	71.7	67.6	82.2	84.6	76.6	-
TransDLANet 2023.05		72.3	68.2	74.7	61.6	81	54.8	68.2	68.5	69.8	82.4	83.8	81.7	-
GLAM 2023.08		68.6	74.3	72	66.6	76.7	86.2	78	5.7	79.8	56.3	74.3	85.1	-