Research map / Label-efficient and robust learning / Zero-/few-shot and meta-learning
Zero-Shot Recognition Using Dual Visual-Semantic Mapping Paths
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add two iterations of manifold alignment (ablation) | DMaP-I · AwA cZSR | average accuracy (%): 80.63 -> 90.49 | Helped |
| Add two iterations of manifold alignment (ablation) | DMaP-I · AwA gZSR | average accuracy (%): 2.72 -> 17.82 | Helped |
| Add two iterations of manifold alignment (ablation) | DMaP-I · CUB cZSR | average accuracy (%): 56.34 -> 67.69 | Helped |
| Add two iterations of manifold alignment (ablation) | DMaP-I · Dogs cZSR | average accuracy (%): 30.90 -> 44.59 | Helped |
| Add two iterations of manifold alignment (ablation) | DMaP-I · ImageNet cZSR | top-1 accuracy (%): 28.30 -> 38.94 | Helped |
| Use attributes plus skipgram embeddings instead of skipgram alone | DMaP-I with vgg+goog+res on CUB · CUB cZSR | average accuracy (%): 27.48 -> 56.34 | Helped |
Closest papers by meaning
- ZeroMamba: Exploring Visual State Space Model for Zero-Shot Learning (AAAI 2025 · similarity 0.90)
- Epsilon: Exploring Comprehensive Visual-Semantic Projection for Multi-Label Zero-Shot Learning (AAAI 2025 · similarity 0.89)
- Progressive Semantic-Guided Vision Transformer for Zero-Shot Learning (CVPR 2024 · similarity 0.89)
- TPR: Topology-Preserving Reservoirs for Generalized Zero-Shot Learning (NeurIPS 2024 · similarity 0.88)
- Visual and Semantic Prompt Collaboration for Generalized Zero-Shot Learning (CVPR 2025 · similarity 0.88)
- ZeroDiff: Solidified Visual-semantic Correlation in Zero-Shot Learning (ICLR 2025 · similarity 0.88)
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