Research map / Image generation / GANs
SketchGAN: Joint Sketch Completion and Recognition With Generative Adversarial Network
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use SketchGAN instead of the listed completion baselines | Sketch completion · Sketchy, 11 categories | F-Measure (%): 61.67 | Helped |
| Remove the cascade stages (ablation) | SketchGAN · Sketchy, 11 categories | F-Measure (%): 61.67 -> 60.57 | Hurt |
| Add cascade stages (ablation) | SketchGAN · Sketchy, 11 categories | Recall (%): 48.81 -> 52.07 | Helped |
| Add cascade stages (ablation) | SketchGAN · Sketchy, 11 categories | Precision (%): 79.79 -> 75.62 | Hurt |
| Remove the auxiliary sketch recognition network (ablation) | SketchGAN · Sketchy, 11 categories | F-Measure (%): 61.67 -> 44.02 | Hurt |
| Add the auxiliary sketch recognition network (ablation) | SketchGAN · Sketchy, 11 categories | Precision (%): 56.12 -> 75.62 | Helped |
| Add the auxiliary sketch recognition network (ablation) | SketchGAN · Sketchy, 11 categories | Recall (%): 36.22 -> 52.07 | Helped |
| Add the auxiliary sketch recognition network (ablation) | SketchGAN · Sketchy, 11 categories | Accuracy (%): 89.48 -> 91.09 | Helped |
Closest papers by meaning
- SketchNet: Sketch Classification With Web Images (CVPR 2016 · similarity 0.91)
- Cousin Network Guided Sketch Recognition via Latent Attribute Warehouse (AAAI 2019 · similarity 0.90)
- SketchyGAN: Towards Diverse and Realistic Sketch to Image Synthesis (CVPR 2018 · similarity 0.89)
- SketchMate: Deep Hashing for Million-Scale Human Sketch Retrieval (CVPR 2018 · similarity 0.88)
- SketchINR: A First Look into Sketches as Implicit Neural Representations (CVPR 2024 · similarity 0.88)
- Sketch Down the FLOPs: Towards Efficient Networks for Human Sketch (CVPR 2025 · similarity 0.86)
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