Research map / Vision-language and multimodal / Human and embodied modeling
Unambiguous Text Localization and Retrieval for Cluttered Scenes
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use recurrent dense text localization instead of Tian et al.'s method | DTLN · ICDAR 2013 | PASCAL Eval F: 0.88 -> 0.85 | Hurt |
| Use recurrent dense text localization instead of Tian et al.'s method | DTLN · SVT | PASCAL Eval F: 0.66 -> 0.64 | Hurt |
| Use DTLN instead of FCRNall+filts | scene text localization · ICDAR 2013 | DetEval F: 0.83 -> 0.85 | Helped |
| Use DTLN instead of FCRNall+filts | scene text localization · SVT | DetEval F: 0.27 -> 0.28 | Helped |
| Use CRTR instead of SCRC for text retrieval | COCO-TextRef retrieval with annotated text regions · COCO-TextRef | P@1: 0.457 -> 0.582 | Helped |
| Use CRTR instead of SCRC to rank DTLN-generated text regions | COCO-TextRef retrieval · COCO-TextRef | R@1: 0.135 -> 0.184 | Helped |
| Use CRTR instead of SCRC to rank DTLN-generated text regions | COCO-TextRef retrieval · COCO-TextRef | R@5: 0.313 -> 0.394 | Helped |
Closest papers by meaning
- MSTAR: Box-free Multi-query Scene Text Retrieval with Attention Recycling (NeurIPS 2025 · similarity 0.88)
- OTE: Exploring Accurate Scene Text Recognition Using One Token (CVPR 2024 · similarity 0.86)
- Arbitrary Reading Order Scene Text Spotter with Local Semantics Guidance (AAAI 2025 · similarity 0.86)
- Boosting Weakly Supervised Referring Image Segmentation via Progressive Comprehension (NeurIPS 2024 · similarity 0.86)
- LRANet: Towards Accurate and Efficient Scene Text Detection with Low-Rank Approximation Network (AAAI 2024 · similarity 0.86)
- Improved Visual Grounding through Self-Consistent Explanations (CVPR 2024 · similarity 0.86)
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