Research map / Detection and segmentation / CNN features
MANGO: A Mask Attention Guided One-Stage Scene Text Spotter
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Increase grid parameter S from 20 to 40 (ablation) | MANGO · IC13 | End-to-End S: 83.2 -> 90.5 | Helped |
| Increase grid parameter S from 20 to 60 (ablation) | MANGO · IC15 | End-to-End S: 33.8 -> 81.8 | Helped |
| Increase grid parameter S from 20 to 50 (ablation) | MANGO · Total-Text | End-to-End None: 46.9 -> 73.1 | Helped |
| Replace original position annotations with rectangular bounding boxes (ablation) | MANGO · IC15 | End-to-End G: 67.3 -> 64.0 | Hurt |
| Replace original position annotations with rectangular bounding boxes (ablation) | MANGO · Total-Text | End-to-End None: 72.9 -> 69.7 | Hurt |
| Use larger input scale (longer side 1600 instead of 1280) | MANGO · Total-Text | End-to-End None: 71.7 -> 72.9 | Helped |
| Use larger input scale (longer side 1600 instead of 1280) | MANGO · Total-Text | FPS: 8.9 -> 4.3 | Hurt |
| Use character-weighted grid voting to combine recognition outputs | MANGO · Scene text spotting | recognition reliability | Helped |
Closest papers by meaning
- GoMatching: A Simple Baseline for Video Text Spotting via Long and Short Term Matching (NeurIPS 2024 · similarity 0.87)
- OTE: Exploring Accurate Scene Text Recognition Using One Token (CVPR 2024 · similarity 0.86)
- Bridging the Gap Between End-to-End and Two-Step Text Spotting (CVPR 2024 · similarity 0.86)
- Arbitrary Reading Order Scene Text Spotter with Local Semantics Guidance (AAAI 2025 · similarity 0.85)
- SemiETS: Integrating Spatial and Content Consistencies for Semi-Supervised End-to-end Text Spotting (CVPR 2025 · similarity 0.85)
- InstructOCR: Instruction Boosting Scene Text Spotting (AAAI 2025 · similarity 0.84)
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