JSTR: Judgment Improves Scene Text Recognition
In this paper, we present a method for enhancing the accuracy of scene text recognition tasks by judging whether the image and text match each other. While previous studies focused on generating the recognition results from input images, our approach also considers the model's misrecognition results to understand its error tendencies, thus improving the text recognition pipeline. This method boosts text recognition accuracy by providing explicit feedback on the data that the model is likely to misrecognize by predicting correct or incorrect between the image and text. The experimental results on publicly available datasets demonstrate that our proposed method outperforms the baseline and state-of-the-art methods in scene text recognition.
Code (0)
등록된 구현이 없습니다.
Tasks
Scene Text RecognitionSimilar Papers 제목 키워드 기반
Text to 3D Scene Generation with Rich Lexical Grounding
The ability to map descriptions of scenes to 3D geometric representations has many applications in areas such as art, education, and robotics. However, prior work on the text to 3D scene generation task has used manually…
Scene GenerationText to 3DLanguage Model Based Chinese Handwriting Address Recognition
Chinese handwritten address recognition of consignment note is an important challenge of smart logistics automation. Chinese handwritten characters detection and recognition is the key technology for this application. Si…
Handwriting RecognitionLanguage ModelingLanguage ModellingmodelEfficiently Leveraging Linguistic Priors for Scene Text Spotting
Incorporating linguistic knowledge can improve scene text recognition, but it is questionable whether the same holds for scene text spotting, which typically involves text detection and recognition. This paper proposes a…
Scene Text RecognitionText DetectionText SpottingDictionary-Guided Scene Text Recognition
Language prior plays an important role in the way humans perceive and recognize text in the wild. In this work, we present an approach to train and use scene text recognition models by exploiting multiple clues from …
Scene Text DetectionScene Text RecognitionText DetectionText SpottingObject-to-Scene: Learning to Transfer Object Knowledge to Indoor Scene Recognition
Accurate perception of the surrounding scene is helpful for robots to make reasonable judgments and behaviours. Therefore, developing effective scene representation and recognition methods are of significant importance i…
ObjectScene Recognition