Codesota · Computer Vision · Scene Text Detection · msra-td500Tasks/Computer Vision/Scene Text Detection
Scene Text Detection · benchmark dataset · 2020 · EN

msra-td500.

Dataset from Papers With Code

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§ 01 · Leaderboard

Best published scores.

79 results indexed across 4 metrics. Shaded row marks current SOTA; ties broken by submission date.

Primary
accuracy · higher is better
All metrics
f-measure, fps, precision, recall
f-measure
24 rows
#ModelOrgSubmittedPaper / codef-measure
01BPDOOpenZheng et al.Jan 2024BPDO: Boundary Points Dynamic Optimization for Arbitrary…91.47
02TextBPN++ (ResNet-50+DCN)OpenZhang et al.May 2022Arbitrary Shape Text Detection via Boundary Transformer90.10
03TextBPN++ (ResNet-18)OpenZhang et al.May 2022Arbitrary Shape Text Detection via Boundary Transformer89.85
04MixNet—Aug 2023MixNet: Toward Accurate Detection of Challenging Scene T… · code89.40
05HTBNet (ResNet-50)OpenChen et al.Jun 2024arxiv87.50
06RMIPNOpenZheng et al.Jan 2024Text Region Multiple Information Perception Network for …87.50
07FAST-B-736—Nov 2021FAST: Faster Arbitrarily-Shaped Text Detector with Minim… · code87.30
08DBNet++ (ResNet-50) (736)—Feb 2022Real-Time Scene Text Detection with Differentiable Binar… · code87.20
09DPNet (ResNet-50, 736px)OpenFang et al.Oct 2024arxiv86.72
10FAST-S-736—Nov 2021FAST: Faster Arbitrarily-Shaped Text Detector with Minim… · code86.40
11DBNet++ (ResNet-18) (736)—Feb 2022Real-Time Scene Text Detection with Differentiable Binar… · code85.10
12FAST-T-736—Nov 2021FAST: Faster Arbitrarily-Shaped Text Detector with Minim… · code84.90
13DB-ResNet-50 (736)—Nov 2019Real-time Scene Text Detection with Differentiable Binar… · code84.90
14FAST-T-512—Nov 2021FAST: Faster Arbitrarily-Shaped Text Detector with Minim… · code84.50
15PAN—Aug 2019Efficient and Accurate Arbitrary-Shaped Text Detection w… · code84.10
16CRAFT—Apr 2019Character Region Awareness for Text Detection · code82.90
17DBNet++ (ResNet-18) (512)—Feb 2022Real-Time Scene Text Detection with Differentiable Binar… · code82.60
18FTSN + MNMS—Sep 2017Fused Text Segmentation Networks for Multi-oriented Scen…82
19Corner Localization—Feb 2018Multi-Oriented Scene Text Detection via Corner Localizat… · code81.50
20RRD∗—Mar 2018Rotation-Sensitive Regression for Oriented Scene Text De…79
21TextSnake—Jul 2018TextSnake: A Flexible Representation for Detecting Text … · code78.30
22PixelLink+VGG16 2s—Jan 2018PixelLink: Detecting Scene Text via Instance Segmentatio… · code77.80
23SegLink—Mar 2017Detecting Oriented Text in Natural Images by Linking Seg… · code77
24EAST + PVANET2x—Apr 2017EAST: An Efficient and Accurate Scene Text Detector · code76.08
fps
8 rows
#ModelOrgSubmittedPaper / codefps
01FAST-T-512—Nov 2021FAST: Faster Arbitrarily-Shaped Text Detector with Minim… · code137.20
02DBNet++ (ResNet-18) (512)—Feb 2022Real-Time Scene Text Detection with Differentiable Binar… · code80
03FAST-T-736—Nov 2021FAST: Faster Arbitrarily-Shaped Text Detector with Minim… · code79.60
04FAST-S-736—Nov 2021FAST: Faster Arbitrarily-Shaped Text Detector with Minim… · code72
05FAST-B-736—Nov 2021FAST: Faster Arbitrarily-Shaped Text Detector with Minim… · code56.80
06DBNet++ (ResNet-18) (736)—Feb 2022Real-Time Scene Text Detection with Differentiable Binar… · code55
07DBNet++ (ResNet-50) (736)—Feb 2022Real-Time Scene Text Detection with Differentiable Binar… · code29
08MixNet—Aug 2023MixNet: Toward Accurate Detection of Challenging Scene T… · code15.20
precision
23 rows
#ModelOrgSubmittedPaper / codeprecision
01BPDOOpenZheng et al.Jan 2024BPDO: Boundary Points Dynamic Optimization for Arbitrary…94.66
02TextBPN++ (ResNet-50+DCN)OpenZhang et al.May 2022Arbitrary Shape Text Detection via Boundary Transformer93.69
03TextBPN++ (ResNet-18)OpenZhang et al.May 2022Arbitrary Shape Text Detection via Boundary Transformer92.38
04HTBNet (ResNet-50)OpenChen et al.Jun 2024arxiv92.20
05FAST-B-736—Nov 2021FAST: Faster Arbitrarily-Shaped Text Detector with Minim… · code92.10
06RMIPNOpenZheng et al.Jan 2024Text Region Multiple Information Perception Network for …92.10
07FAST-S-736—Nov 2021FAST: Faster Arbitrarily-Shaped Text Detector with Minim… · code91.60
08DBNet++ (ResNet-50) (736)—Feb 2022Real-Time Scene Text Detection with Differentiable Binar… · code91.50
09DB-ResNet-50 (736)—Nov 2019Real-time Scene Text Detection with Differentiable Binar… · code91.50
10DPNet (ResNet-50, 736px)OpenFang et al.Oct 2024arxiv91.43
11FAST-T-512—Nov 2021FAST: Faster Arbitrarily-Shaped Text Detector with Minim… · code91.10
12MixNet—Aug 2023MixNet: Toward Accurate Detection of Challenging Scene T… · code90.70
13DBNet++ (ResNet-18) (512)—Feb 2022Real-Time Scene Text Detection with Differentiable Binar… · code89.70
14CRAFT—Apr 2019Character Region Awareness for Text Detection · code88.20
15FAST-T-736—Nov 2021FAST: Faster Arbitrarily-Shaped Text Detector with Minim… · code88.10
16DBNet++ (ResNet-18) (736)—Feb 2022Real-Time Scene Text Detection with Differentiable Binar… · code87.90
17Corner Localization—Feb 2018Multi-Oriented Scene Text Detection via Corner Localizat… · code87.60
18FTSN + MNMS—Sep 2017Fused Text Segmentation Networks for Multi-oriented Scen…87.60
19EAST + PVANET2x—Apr 2017EAST: An Efficient and Accurate Scene Text Detector · code87.28
20RRD∗—Mar 2018Rotation-Sensitive Regression for Oriented Scene Text De…87
21SegLink—Mar 2017Detecting Oriented Text in Natural Images by Linking Seg… · code86
22TextSnake—Jul 2018TextSnake: A Flexible Representation for Detecting Text … · code83.20
23PixelLink+VGG16 2s—Jan 2018PixelLink: Detecting Scene Text via Instance Segmentatio… · code83
recall
24 rows
#ModelOrgSubmittedPaper / coderecall
01BPDOOpenZheng et al.Jan 2024BPDO: Boundary Points Dynamic Optimization for Arbitrary…88.48
02MixNet—Aug 2023MixNet: Toward Accurate Detection of Challenging Scene T… · code88.10
03TextBPN++ (ResNet-18)OpenZhang et al.May 2022Arbitrary Shape Text Detection via Boundary Transformer87.46
04TextBPN++ (ResNet-50+DCN)OpenZhang et al.May 2022Arbitrary Shape Text Detection via Boundary Transformer86.77
05PAN—Aug 2019Efficient and Accurate Arbitrary-Shaped Text Detection w… · code83.80
06RMIPNOpenZheng et al.Jan 2024Text Region Multiple Information Perception Network for …83.40
07HTBNet (ResNet-50)OpenChen et al.Jun 2024arxiv83.30
08DBNet++ (ResNet-50) (736)—Feb 2022Real-Time Scene Text Detection with Differentiable Binar… · code83.30
09FAST-B-736—Nov 2021FAST: Faster Arbitrarily-Shaped Text Detector with Minim… · code83
10DBNet++ (ResNet-18) (736)—Feb 2022Real-Time Scene Text Detection with Differentiable Binar… · code82.50
11DPNet (ResNet-50, 736px)OpenFang et al.Oct 2024arxiv82.47
12FAST-T-736—Nov 2021FAST: Faster Arbitrarily-Shaped Text Detector with Minim… · code81.90
13FAST-S-736—Nov 2021FAST: Faster Arbitrarily-Shaped Text Detector with Minim… · code81.70
14DB-ResNet-50 (736)—Nov 2019Real-time Scene Text Detection with Differentiable Binar… · code79.20
15FAST-T-512—Nov 2021FAST: Faster Arbitrarily-Shaped Text Detector with Minim… · code78.80
16CRAFT—Apr 2019Character Region Awareness for Text Detection · code78.20
17FTSN + MNMS—Sep 2017Fused Text Segmentation Networks for Multi-oriented Scen…77.10
18DBNet++ (ResNet-18) (512)—Feb 2022Real-Time Scene Text Detection with Differentiable Binar… · code76.50
19Corner Localization—Feb 2018Multi-Oriented Scene Text Detection via Corner Localizat… · code76.20
20TextSnake—Jul 2018TextSnake: A Flexible Representation for Detecting Text … · code73.90
21PixelLink+VGG16 2s—Jan 2018PixelLink: Detecting Scene Text via Instance Segmentatio… · code73.20
22RRD∗—Mar 2018Rotation-Sensitive Regression for Oriented Scene Text De…73
23SegLink—Mar 2017Detecting Oriented Text in Natural Images by Linking Seg… · code70
24EAST + PVANET2x—Apr 2017EAST: An Efficient and Accurate Scene Text Detector · code67.43
Fig 2 · Rows sorted by score within each metric. Shaded row marks SOTA. Dates reflect model or paper release where available, otherwise the date Codesota accessed the source.
§ 04 · Literature

16 papers
tied to this benchmark.

Every paper below corresponds to at least one row in the leaderboard above. Click through for the arXiv preprint and, when available, the reference implementation.

§ 06 · Contribute

Have a score that beats
this table?

Submit a checkpoint and a reproduction script. We will run it, publish the score, and — if it takes the top — annotate the step on the progress chart with your name.

Submit a result ↵Read submission guide
What a submission needs
  • 01A public checkpoint or API endpoint
  • 02A reproduction script with frozen commit + seed
  • 03Declared evaluation environment (Python, deps)
  • 04One row per metric declared by this dataset
  • 05A contact so we can follow up on discrepancies