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Geometry-Aware Scene Text Detection With Instance Transformation Network
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Replace regular convolutional representations with instance-specific geometry-aware transformations | ITN with ResNet-50 · MSRA-TD500 | F-measure: 74.8 -> 80.3 | Helped |
| Replace regular convolutional representations with instance-specific geometry-aware transformations | ITN with VGG-16 · MSRA-TD500 | F-measure: 57.0 -> 72.2 | Helped |
| Replace regular convolutional representations with instance-specific geometry-aware transformations | ITN with ResNet-50 · ICDAR2015 Incidental Text | F-measure: 73.4 -> 76.1 | Helped |
| Replace regular convolutional representations with instance-specific geometry-aware transformations | ITN with VGG-16 · ICDAR2015 Incidental Text | F-measure: 75.8 -> 79.5 | Helped |
| Add rigid affine transformation constraints rather than using general transformations (ablation) | ITN with ResNet-50 · MSRA-TD500 | F-measure: 78.2% -> 80.3% | Helped |
| Add transformation regression supervision (ablation) | ITN with ResNet-50 · MSRA-TD500 | F-measure: 79.0% -> 80.3% | Helped |
Closest papers by meaning
- Learning Shape-Aware Embedding for Scene Text Detection (CVPR 2019 · similarity 0.89)
- Arbitrary Shape Scene Text Detection With Adaptive Text Region Representation (CVPR 2019 · similarity 0.86)
- CentripetalText: An Efficient Text Instance Representation for Scene Text Detection (NeurIPS 2021 · similarity 0.86)
- LayoutFormer: Hierarchical Text Detection Towards Scene Text Understanding (CVPR 2024 · similarity 0.85)
- CPN: Complementary Proposal Network for Unconstrained Text Detection (AAAI 2024 · similarity 0.85)
- LRANet: Towards Accurate and Efficient Scene Text Detection with Low-Rank Approximation Network (AAAI 2024 · similarity 0.84)
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