SOTAVerified

Font Recognition

Font recognition (also called visual font recognition or optical font recognition) is the task of identifying the font family or families used in images containing text. Understanding which fonts are used in text may, for example, help designers find the right style, as well as help select an optical character recognition engine or model that is a better fit for certain texts.

Papers

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Showing 1–19 of 19 papers

TitleStatusHype
Texture or Semantics? Vision-Language Models Get Lost in Font RecognitionCode0
MMR: Evaluating Reading Ability of Large Multimodal Models—0
Total Disentanglement of Font Images into Style and Character Class Features—0
Persis: A Persian Font Recognition Pipeline Using Convolutional Neural NetworksCode1
Combining OCR Models for Reading Early Modern Printed BooksCode0
HENet: Forcing a Network to Think More for Font RecognitionCode0
FONTNET: On-Device Font Understanding and Prediction Pipeline—0
Character-independent font identificationCode0
Optical Font Recognition in Smartphone-Captured Images, and its Applicability for ID Forgery Detection—0
Multi-Task Adversarial Network for Disentangled Feature Learning—0
DropRegion Training of Inception Font Network for High-Performance Chinese Font Recognition—0
Learning Typographic StyleCode0
Studying Very Low Resolution Recognition Using Deep Networks—0
DeepFont: Identify Your Font from An ImageCode0
Real-World Font Recognition Using Deep Network and Domain Adaptation—0
Decomposition-Based Domain Adaptation for Real-World Font Recognition—0
Classifying Fonts and Calligraphy Styles Using Complex Wavelet Transform—0
Large-Scale Visual Font Recognition—0
Font Acknowledgment and Character Extraction of Digital and Scanned Images—0
Show:102550
All datasetsAdobeVFR synAdobeVFR realVFR-WildExplor_allPersian Font Recognition (PFR)Persian Text Image Segmentation (PTI SEG)VFR-2420VFR-447

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepFont (S)Top 1 Accuracy98.97—Unverified
2HENet (ResNet18+HE Block)Top 1 Accuracy98.23—Unverified
3DeepFont (CAE_FR)Top 1 Accuracy93.42—Unverified
4DeepFont (F)Top 1 Accuracy92.6—Unverified
5FCNTop 1 Accuracy78.2—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepFont (CAE_FR)Top 1 Accuracy71.42—Unverified
2HENet (ResNet18+HE Block)Top 1 Accuracy47.41—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepFont (CAE_FR)Top 1 Accuracy61.85—Unverified
2LFE (FS, template model size 2048)Top 1 Accuracy52.61—Unverified
#ModelMetricClaimedVerifiedStatus
1HENetTop 1 Accuracy86.31—Unverified
#ModelMetricClaimedVerifiedStatus
1presisTop 5 Accuracy96.7—Unverified
#ModelMetricClaimedVerifiedStatus
1presisIOU5088.7—Unverified
#ModelMetricClaimedVerifiedStatus
1LFE (FS, template model size 2048)Top 1 Accuracy72.5—Unverified
#ModelMetricClaimedVerifiedStatus
1LFE (FS, template model size 2048)Top 1 Accuracy91.35—Unverified