ML Research Wiki / Benchmarks / Scene Text Detection / MSRA-TD500

MSRA-TD500

Scene Text Detection Benchmark

Performance Over Time

📊 Showing 18 results | 📏 Metric: F-Measure

Top Performing Models

Rank Model Paper F-Measure Date Code
1 MixNet MixNet: Toward Accurate Detection of Challenging Scene Text in the Wild 88.10 2023-08-23 📦 D641593/MixNet
2 PAN Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network 83.80 2019-08-16 📦 open-mmlab/mmocr 📦 whai362/pan_pp.pytorch 📦 WenmuZhou/PAN.pytorch
3 DBNet++ (ResNet-50) (736) Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion 83.30 2022-02-21 📦 PaddlePaddle/PaddleOCR 📦 JaidedAI/EasyOCR 📦 open-mmlab/mmocr 📦 MhLiao/DB 📦 mindspore-lab/mindocr
4 FAST-B-736 FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation 83.00 2021-11-03 📦 whai362/pan_pp.pytorch 📦 czczup/FAST
5 DBNet++ (ResNet-18) (736) Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion 82.50 2022-02-21 📦 PaddlePaddle/PaddleOCR 📦 JaidedAI/EasyOCR 📦 open-mmlab/mmocr 📦 MhLiao/DB 📦 mindspore-lab/mindocr
6 FAST-T-736 FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation 81.90 2021-11-03 📦 whai362/pan_pp.pytorch 📦 czczup/FAST
7 FAST-S-736 FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation 81.70 2021-11-03 📦 whai362/pan_pp.pytorch 📦 czczup/FAST
8 DB-ResNet-50 (736) Real-time Scene Text Detection with Differentiable Binarization 79.20 2019-11-20 📦 PaddlePaddle/PaddleOCR 📦 mindee/doctr 📦 open-mmlab/mmocr
9 FAST-T-512 FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation 78.80 2021-11-03 📦 whai362/pan_pp.pytorch 📦 czczup/FAST
10 CRAFT Character Region Awareness for Text Detection 78.20 2019-04-03 📦 JaidedAI/EasyOCR 📦 clovaai/CRAFT-pytorch 📦 backtime92/CRAFT-Reimplementation

All Papers (18)