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Benchmarks
Document Layout Analysis on DocLayNet
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79.7
mAP
DocLayout-YOLO
52.764
59.757
66.75
73.743
Oct 16, 2024
Dec 26, 2024
Mar 8, 2025
May 18, 2025
Jul 29, 2025
Oct 8, 2025
Dec 19, 2025
mAP
AP50
Updated 4d ago
Evaluation Results
Method
Method
Links
mAP
AP50
DocLayout-YOLO
Backbone=v10m++, Pretr...
2024.10
79.7
93.4
DINO-4scale
Backbone=R50, Pretrain...
2024.10
77.7
93.5
YOLO-v10
Backbone=v10m
2024.10
76.2
93
LayoutLMv3-B
Backbone=ViT-B, Pretra...
2024.10
75.4
92.1
DAVE
LLM Decoder=Llama-3.2-...
2025.12
74.1
-
DiT-Cascade-B
Backbone=ViT-B, Pretra...
2024.10
73.2
87.6
DiT-Cascade-L
Backbone=ViT-L, Pretra...
2024.10
72.6
84.9
SigLIP 2
LLM Decoder=Llama-3.2-...
2025.12
70.8
-
AIMv2
LLM Decoder=Llama-3.2-...
2025.12
70.5
-
DinoV2
LLM Decoder=Llama-3.2-...
2025.12
68.4
-
MAE-Web
LLM Decoder=Llama-3.2-...
2025.12
64.6
-
Pix2Struct
LLM Decoder=Llama-3.2-...
2025.12
56.7
-
Dolphin
LLM Decoder=Llama-3.2-...
2025.12
53.8
-
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