Research map / Detection and segmentation / CNN features
Multi-Scale FCN With Cascaded Instance Aware Segmentation for Arbitrary Oriented Word Spotting in the Wild
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use the cascaded text-block FCN and instance segmentation instead of tian[31] | Scene text detection · ICDAR 2013 | F-measure: 88 -> 85 | Hurt |
| Use the cascaded text-block FCN and instance segmentation instead of tian[31] | Scene text detection · ICDAR 2015 | F-measure: 61 -> 63 | Helped |
| Use the cascaded text-block FCN and instance segmentation instead of He [10] | Scene text detection · SVT | recall: 75 -> 78 | Helped |
| Use the cascaded text-block FCN and instance segmentation instead of Risnumawan [26] | Scene text detection · CUTE80 | recall: 68 -> 73 | Helped |
| Replace a single-branch FCN with a multi-scale, shared-net FCN (ablation) | Text block detection · Text block detection examples | text detection quality | Helped |
| Add randomized variation to text-center-line training examples (ablation) | IA-CNN · IA-CNN training examples | instance segmentation quality | Helped |
| Use per-scale loss when training the multi-scale FCN (ablation) | Multi-scale, shared-net FCN · Text block detection | text detection performance | Helped |
Closest papers by meaning
- Multi-Oriented Text Detection With Fully Convolutional Networks (CVPR 2016 · similarity 0.89)
- EAST: An Efficient and Accurate Scene Text Detector (CVPR 2017 · similarity 0.89)
- A Text Detection System for Natural Scenes With Convolutional Feature Learning and Cascaded Classification (CVPR 2016 · similarity 0.89)
- Kernel Adaptive Convolution for Scene Text Detection via Distance Map Prediction (CVPR 2024 · similarity 0.86)
- CPN: Complementary Proposal Network for Unconstrained Text Detection (AAAI 2024 · similarity 0.85)
- LayoutFormer: Hierarchical Text Detection Towards Scene Text Understanding (CVPR 2024 · similarity 0.85)
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