Research map / Label-efficient and robust learning / Zero-/few-shot and meta-learning
Multi-Label Zero-Shot Learning With Structured Knowledge Graphs
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use structured knowledge graph propagation (ablation) | Proposed ML-ZSL model · NUS-1000 ML-ZSL | F1: 28.1 -> 30.6 | Helped |
| Use structured knowledge graph propagation (ablation) | Proposed generalized ML-ZSL model · NUS-1000 generalized ML-ZSL | F1: 23.9 -> 24.2 | Helped |
| Use the proposed graph-based model instead of Fast0Tag (K=3) | NUS-1000 ML-ZSL · NUS-1000 ML-ZSL | F1: 27.2 -> 30.6 | Helped |
| Use the proposed graph-based model instead of Fast0Tag (K=10) | NUS-1000 generalized ML-ZSL · NUS-1000 generalized ML-ZSL | F1: 21.9 -> 24.2 | Helped |
| Use the proposed model instead of Logistics | Multi-label classifier · NUS-81 | F1: 43.9 -> 45.7 | Helped |
| Use the proposed model instead of Logistics | Multi-label classifier · MS-COCO | F1: 66.9 -> 69.0 | Helped |
Closest papers by meaning
- Epsilon: Exploring Comprehensive Visual-Semantic Projection for Multi-Label Zero-Shot Learning (AAAI 2025 · similarity 0.89)
- Open-Vocabulary Multi-Label Classification via Multi-Modal Knowledge Transfer (AAAI 2023 · similarity 0.88)
- Graph Knows Unknowns: Reformulate Zero-Shot Learning as Sample-Level Graph Recognition (AAAI 2023 · similarity 0.88)
- Label Propagation for Zero-shot Classification with Vision-Language Models (CVPR 2024 · similarity 0.88)
- ZeroMamba: Exploring Visual State Space Model for Zero-Shot Learning (AAAI 2025 · similarity 0.87)
- Progressive Semantic-Guided Vision Transformer for Zero-Shot Learning (CVPR 2024 · similarity 0.86)
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