Research map / Vision-language and multimodal / CLIP and zero-shot
Learning Aligned Cross-Modal Representation for Generalized Zero-Shot Classification
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add VSA, aligning cross-modal latent features with classifier guidance (ablation) | Dual-VAE · CUB | H: 32.7 -> 54.1 | Helped |
| Add VSA, aligning cross-modal latent features with classifier guidance (ablation) | Dual-VAE · SUN | H: 38.3 -> 43.5 | Helped |
| Add VSA, aligning cross-modal latent features with classifier guidance (ablation) | Dual-VAE · AwA1 | H: 52.4 -> 65.7 | Helped |
| Add VSA, aligning cross-modal latent features with classifier guidance (ablation) | Dual-VAE · AwA2 | H: 66.1 -> 67.9 | Helped |
| Add IEM to enhance information in latent variables (ablation) | Dual-VAE · CUB | H: 32.7 -> 36.1 | Helped |
| Add IEM to enhance information in latent variables (ablation) | Dual-VAE · SUN | H: 38.3 -> 39.0 | Helped |
| Add IEM to enhance information in latent variables (ablation) | Dual-VAE · AwA1 | H: 52.4 -> 65.1 | Helped |
| Add IEM to enhance information in latent variables (ablation) | Dual-VAE · AwA2 | H: 66.1 -> 66.6 | Helped |
| Add IEM to VSA-VAE (ablation) | VSA-VAE · CUB | H: 54.1 -> 55.2 | Helped |
| Add IEM to VSA-VAE (ablation) | VSA-VAE · SUN | H: 43.5 -> 43.8 | Helped |
| Add IEM to VSA-VAE (ablation) | VSA-VAE · AwA1 | H: 65.7 -> 67.3 | Helped |
| Add IEM to VSA-VAE (ablation) | VSA-VAE · AwA2 | H: 67.9 -> 68.7 | Helped |
Closest papers by meaning
- Generalized Zero- and Few-Shot Learning via Aligned Variational Autoencoders (CVPR 2019 · similarity 0.92)
- A Variational Autoencoder with Deep Embedding Model for Generalized Zero-Shot Learning (AAAI 2020 · similarity 0.90)
- Learning Cross-Aligned Latent Embeddings for Zero-Shot Cross-Modal Retrieval (AAAI 2020 · similarity 0.89)
- Language-Driven Cross-Modal Classifier for Zero-Shot Multi-Label Image Recognition (ICML 2024 · similarity 0.86)
- TPR: Topology-Preserving Reservoirs for Generalized Zero-Shot Learning (NeurIPS 2024 · similarity 0.86)
- Visual and Semantic Prompt Collaboration for Generalized Zero-Shot Learning (CVPR 2025 · similarity 0.86)
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