Research map / Detection and segmentation / CNN features
EAST: An Efficient and Accurate Scene Text Detector
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use EAST with multi-scale testing rather than single-scale testing (ablation) | EAST + PVANET2x RBOX · ICDAR 2015 Challenge 4 | F-score: 0.7820 -> 0.8072 | Helped |
| Use RBOX output rather than QUAD output (ablation) | EAST + PVANET2x · ICDAR 2015 Challenge 4 | F-score: 0.7707 -> 0.7820 | Helped |
| Use PVANET2x instead of PVANET (ablation) | EAST · ICDAR 2015 Challenge 4 | F-score: 0.7571 -> 0.7820 | Helped |
| Use PVANET2x instead of VGG16 (ablation) | EAST · COCO-Text | F-score: 0.3945 -> 0.3701 | Hurt |
| Use PVANET2x instead of PVANET (ablation) | EAST · COCO-Text | F-score: 0.3424 -> 0.3701 | Helped |
| Use PVANET2x instead of VGG16 (ablation) | EAST · MSRA-TD500 | F-score: 0.7023 -> 0.7608 | Helped |
| Use PVANET2x instead of PVANET (ablation) | EAST · MSRA-TD500 | F-score: 0.7445 -> 0.7608 | Helped |
| Replace a multi-stage text detection pipeline with direct FCN prediction and NMS | Scene text detection · ICDAR 2015 Challenge 4 | F-score: 0.6477 -> 0.7820 | Helped |
| Replace a multi-stage text detection pipeline with direct FCN prediction and NMS | Scene text detection · COCO-Text | F-score: 0.3331 -> 0.3945 | Helped |
| Replace a multi-stage text detection pipeline with direct FCN prediction and NMS | Scene text detection · MSRA-TD500 | F-score: 0.7591 -> 0.7608 | Helped |
Closest papers by meaning
- A Text Detection System for Natural Scenes With Convolutional Feature Learning and Cascaded Classification (CVPR 2016 · similarity 0.91)
- Character Region Awareness for Text Detection (CVPR 2019 · similarity 0.90)
- Deep Matching Prior Network: Toward Tighter Multi-Oriented Text Detection (CVPR 2017 · similarity 0.90)
- Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation (CVPR 2018 · similarity 0.90)
- OTE: Exploring Accurate Scene Text Recognition Using One Token (CVPR 2024 · similarity 0.87)
- LRANet: Towards Accurate and Efficient Scene Text Detection with Low-Rank Approximation Network (AAAI 2024 · similarity 0.87)
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