HENet: Forcing a Network to Think More for Font Recognition

10/21/2021
by   Jingchao Chen, et al.
0

Although lots of progress were made in Text Recognition/OCR in recent years, the task of font recognition is remaining challenging. The main challenge lies in the subtle difference between these similar fonts, which is hard to distinguish. This paper proposes a novel font recognizer with a pluggable module solving the font recognition task. The pluggable module hides the most discriminative accessible features and forces the network to consider other complicated features to solve the hard examples of similar fonts, called HE Block. Compared with the available public font recognition systems, our proposed method does not require any interactions at the inference stage. Extensive experiments demonstrate that HENet achieves encouraging performance, including on character-level dataset Explor_all and word-level dataset AdobeVFR

READ FULL TEXT

page 1

page 2

page 3

page 4

research
06/23/2018

Stroke-based Character Recognition with Deep Reinforcement Learning

The stroke sequence of characters is significant for the character recog...
research
01/13/2021

Feature refinement: An expression-specific feature learning and fusion method for micro-expression recognition

Micro-Expression Recognition has become challenging, as it is extremely ...
research
10/16/2022

STAR: Zero-Shot Chinese Character Recognition with Stroke- and Radical-Level Decompositions

Zero-shot Chinese character recognition has attracted rising attention i...
research
12/28/2022

Part-guided Relational Transformers for Fine-grained Visual Recognition

Fine-grained visual recognition is to classify objects with visually sim...
research
09/25/2021

A Compositional Feature Embedding and Similarity Metric for Ultra-Fine-Grained Visual Categorization

Fine-grained visual categorization (FGVC), which aims at classifying obj...
research
04/04/2019

Deep Multi-scale Discriminative Networks for Double JPEG Compression Forensics

As JPEG is the most widely used image format, the importance of tamperin...
research
01/21/2021

Finger Vein Recognition by Generating Code

Finger vein recognition has drawn increasing attention as one of the mos...

Please sign up or login with your details

Forgot password? Click here to reset