Research map / Label-efficient and robust learning / Zero-/few-shot and meta-learning
Dual Adversarial Semantics-Consistent Network for Generalized Zero-Shot Learning
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add the dual-GAN structure to the single-WGAN baseline (ablation) | WGAN-baseline · aPY | H: 41.4 -> 42.7 | Helped |
| add the dual-GAN structure to the single-WGAN baseline (ablation) | WGAN-baseline · AWA1 | H: 59.3 -> 62.0 | Helped |
| add semantic centroid regularization to Dual-WGAN (ablation) | Dual-WGAN · aPY | H: 42.7 -> 44.0 | Helped |
| add semantic centroid regularization to Dual-WGAN (ablation) | Dual-WGAN · AWA1 | H: 62.0 -> 62.7 | Helped |
| add visual consistency constraint to Dual-WGAN (ablation) | Dual-WGAN · aPY | H: 42.7 -> 46.3 | Helped |
| add visual consistency constraint to Dual-WGAN (ablation) | Dual-WGAN · AWA1 | H: 62.0 -> 62.5 | Helped |
| add both semantic centroid regularization and visual consistency to the dual model (ablation) | Dual-WGAN · aPY | H: 42.7 -> 47.6 | Helped |
| add both semantic centroid regularization and visual consistency to the dual model (ablation) | Dual-WGAN · AWA1 | H: 62.0 -> 63.4 | Helped |
| add the visual-semantic dual-generation framework | GZSL methods · aPY | H: 24.1 -> 47.6 | Helped |
| increase the number of generated samples per class | DASCN · GZSL datasets | H | Helped |
Closest papers by meaning
- Generative Dual Adversarial Network for Generalized Zero-Shot Learning (CVPR 2019 · similarity 0.92)
- Feature Generating Networks for Zero-Shot Learning (CVPR 2018 · similarity 0.90)
- Improving Generalized Zero-Shot Learning by Exploring the Diverse Semantics from External Class Names (CVPR 2024 · similarity 0.89)
- Progressive Semantic-Guided Vision Transformer for Zero-Shot Learning (CVPR 2024 · similarity 0.88)
- Visual and Semantic Prompt Collaboration for Generalized Zero-Shot Learning (CVPR 2025 · similarity 0.88)
- ZeroMamba: Exploring Visual State Space Model for Zero-Shot Learning (AAAI 2025 · similarity 0.87)
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