SOTAVerified

Text Spotting

Scene Text Spotting is the combination of Scene Text Detection and Scene Text Recognition in an end-to-end manner. It is the ability to read natural text in the wild.

Papers

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Showing 1–50 of 112 papers

TitleStatusHype
Text-Aware Image Restoration with Diffusion Models—0
GoMatching++: Parameter- and Data-Efficient Arbitrary-Shaped Video Text Spotting and BenchmarkingCode1
SemiETS: Integrating Spatial and Content Consistencies for Semi-Supervised End-to-end Text SpottingCode1
TextInPlace: Indoor Visual Place Recognition in Repetitive Structures with Scene Text Spotting and VerificationCode1
OmniParser V2: Structured-Points-of-Thought for Unified Visual Text Parsing and Its Generality to Multimodal Large Language ModelsCode0
CLIP is Almost All You Need: Towards Parameter-Efficient Scene Text Retrieval without OCR—0
Hear the Scene: Audio-Enhanced Text Spotting—0
InstructOCR: Instruction Boosting Scene Text SpottingCode0
Arbitrary Reading Order Scene Text Spotter with Local Semantics Guidance—0
HIP: Hierarchical Point Modeling and Pre-training for Visual Information Extraction—0
FastTextSpotter: A High-Efficiency Transformer for Multilingual Scene Text SpottingCode0
DNTextSpotter: Arbitrary-Shaped Scene Text Spotting via Improved Denoising TrainingCode1
WeCromCL: Weakly Supervised Cross-Modality Contrastive Learning for Transcription-only Supervised Text SpottingCode0
CLII: Visual-Text Inpainting via Cross-Modal Predictive Interaction—0
Block-level Text Spotting with LLMs—0
LOGO: Video Text Spotting with Language Collaboration and Glyph Perception Model—0
VimTS: A Unified Video and Image Text Spotter for Enhancing the Cross-domain GeneralizationCode2
Mixed Text Recognition with Efficient Parameter Fine-Tuning and Transformer—0
Bridging the Gap Between End-to-End and Two-Step Text SpottingCode2
Ensemble Learning for Vietnamese Scene Text Spotting in Urban Environments—0
OmniParser: A Unified Framework for Text Spotting, Key Information Extraction and Table RecognitionCode0
TextBlockV2: Towards Precise-Detection-Free Scene Text Spotting with Pre-trained Language Model—0
TextMonkey: An OCR-Free Large Multimodal Model for Understanding DocumentCode5
Efficiently Leveraging Linguistic Priors for Scene Text Spotting—0
Beyond the Mud: Datasets and Benchmarks for Computer Vision in Off-Road Racing—0
SwinTextSpotter v2: Towards Better Synergy for Scene Text SpottingCode1
GoMatching: A Simple Baseline for Video Text Spotting via Long and Short Term MatchingCode1
Watermark Text Pattern Spotting in Document Images—0
GloTSFormer: Global Video Text Spotting TransformerCode0
Inverse-like Antagonistic Scene Text Spotting via Reading-Order Estimation and Dynamic Sampling—0
OmniParser: A Unified Framework for Text Spotting Key Information Extraction and Table RecognitionCode0
Word length-aware text spotting: Enhancing detection and recognition in dense text image—0
Parrot Captions Teach CLIP to Spot TextCode1
Hierarchical Text Spotter for Joint Text Spotting and Layout AnalysisCode2
Harnessing the Power of Multi-Lingual Datasets for Pre-training: Towards Enhancing Text Spotting PerformanceCode0
Diving into the Depths of Spotting Text in Multi-Domain Noisy Scenes—0
STEP -- Towards Structured Scene-Text SpottingCode0
Attention Where It Matters: Rethinking Visual Document Understanding with Selective Region Concentration—0
Deformation Robust Text Spotting with Geometric Prior—0
ESTextSpotter: Towards Better Scene Text Spotting with Explicit Synergy in TransformerCode1
TextFormer: A Query-based End-to-End Text Spotter with Mixed Supervision—0
DeepSolo++: Let Transformer Decoder with Explicit Points Solo for Multilingual Text SpottingCode2
FlowText: Synthesizing Realistic Scene Text Video with Optical Flow EstimationCode1
Scalable Mask Annotation for Video Text SpottingCode1
ICDAR 2023 Video Text Reading Competition for Dense and Small Text—0
Towards Unified Scene Text Spotting based on Sequence GenerationCode1
VGTS: Visually Guided Text Spotting for Novel Categories in Historical Manuscripts—0
Video text tracking for dense and small text based on pp-yoloe-r and sort algorithm—0
Modeling Entities as Semantic Points for Visual Information Extraction in the Wild—0
A3S: Adversarial learning of semantic representations for Scene-Text Spotting—0
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All datasetsICDAR 2015Total-TextSCUT-CTW1500Inverse-Text

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1UNITSF-measure (%) - Strong Lexicon89—Unverified
2DeepSolo (ViTAEv2-S, TextOCR)F-measure (%) - Strong Lexicon88.1—Unverified
3DeepSolo(ResNet-50, TextOCR)F-measure (%) - Strong Lexicon88—Unverified
4DeepSolo(ResNet-50)F-measure (%) - Strong Lexicon86.8—Unverified
5SRTSF-measure (%) - Strong Lexicon85.6—Unverified
6TESTRF-measure (%) - Strong Lexicon85.2—Unverified
7A3SF-measure (%) - Strong Lexicon84.8—Unverified
8GLASSF-measure (%) - Strong Lexicon84.7—Unverified
9SwinTextSpotterF-measure (%) - Strong Lexicon83.9—Unverified
10FOTSF-measure (%) - Strong Lexicon83.6—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepSolo (ViTAEv2-S, TextOCR)F-measure (%) - No Lexicon83.6—Unverified
2DeepSolo (ResNet-50, TextOCR)F-measure (%) - No Lexicon82.5—Unverified
3DeepSolo (ResNet-50)F-measure (%) - No Lexicon79.7—Unverified
4A3SF-measure (%) - No Lexicon79.4—Unverified
5UNITSF-measure (%) - No Lexicon78.7—Unverified
6GLASSF-measure (%) - No Lexicon76.6—Unverified
7DEERF-measure (%) - No Lexicon74.8—Unverified
8SwinTextSpotterF-measure (%) - No Lexicon74.3—Unverified
9TESTRF-measure (%) - No Lexicon73.3—Unverified
10MANGOF-measure (%) - No Lexicon72.9—Unverified
#ModelMetricClaimedVerifiedStatus
1A3SF-measure (%) - No Lexicon64.4—Unverified
2DeepSolo (ResNet-50)F-measure (%) - No Lexicon64.2—Unverified
3SPTSF-measure (%) - No Lexicon63.6—Unverified
4ABINet++F-measure (%) - No Lexicon60.2—Unverified
5TPSNetF-measure (%) - No Lexicon59.7—Unverified
6MANGOF-measure (%) - No Lexicon58.9—Unverified
7ABCNet v2F-measure (%) - No Lexicon57.5—Unverified
8TextPerceptronF-measure (%) - No Lexicon57—Unverified
9TESTRF-measure (%) - No Lexicon56—Unverified
10SwinTextSpotterF-measure (%) - No Lexicon51.8—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepSolo (ViTAEv2-S, TextOCR)F-measure (%) - No Lexicon68.8—Unverified
2DeepSolo (ResNet-50, TextOCR)F-measure (%) - No Lexicon64.6—Unverified
3SwinTextSpotterF-measure (%) - No Lexicon55.4—Unverified
4DeepSolo (ResNet-50)F-measure (%) - No Lexicon48.5—Unverified
5MaskTextSpotter v2F-measure (%) - No Lexicon39—Unverified
6SPTSF-measure (%) - No Lexicon38.3—Unverified
7ABCNet v2F-measure (%) - No Lexicon34.5—Unverified
8TESTRF-measure (%) - No Lexicon34.2—Unverified
9ABCNetF-measure (%) - No Lexicon22.2—Unverified