Research map / Label-efficient and robust learning / Zero-/few-shot and meta-learning
Dual-View Ranking with Hardness Assessment for Zero-Shot Learning
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add hardness assessment (sigmoid triplet weighting) (ablation) | DARK · average over AwA2/aPY/SUN/CUB | ZSL ACC: 60.73 -> 61.13 | Helped |
| add hardness assessment (sigmoid triplet weighting) (ablation) | DARK · average over AwA2/aPY/SUN/CUB | GZSL H: 32.85 -> 34.93 | Helped |
| add label-view image ranking (dual-view ranking) (ablation) | image-view ranking baseline (ALE as reference) · AwA2, aPY, SUN, CUB | ACC and H | Helped |
| add hardness assessment to image-view ranking (ablation) | ALE-like image-view ranking · AwA2, aPY, SUN, CUB | ACC and H | Helped |
| replace ALE with DARK (dual-view ranking plus hardness) | ZSL ranking loss · average over four datasets | ZSL ACC: 53.80 -> 61.13 | Helped |
| replace ZKL with DARK | ZSL ranking loss · AwA2 | ZSL ACC: 70.5 -> 68.9 | Hurt |
Closest papers by meaning
- Zero-Shot Recognition via Direct Classifier Learning with Transferred Samples and Pseudo Labels (AAAI 2017 · similarity 0.91)
- Zero-Shot Learning via Joint Latent Similarity Embedding (CVPR 2016 · similarity 0.90)
- On Zero-Shot Recognition of Generic Objects (CVPR 2019 · similarity 0.90)
- ZeroDiff: Solidified Visual-semantic Correlation in Zero-Shot Learning (ICLR 2025 · similarity 0.88)
- Data Distribution Distilled Generative Model for Generalized Zero-Shot Recognition (AAAI 2024 · similarity 0.88)
- Data-Free Generalized Zero-Shot Learning (AAAI 2024 · similarity 0.88)
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