Research map / 3D vision / Human pose estimation
Complete the Look: Scene-Based Complementary Product Recommendation
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| crop the scene to exclude the associated product (ablation) | Complete the Look · Fashion-1 | accuracy: 63.1 -> 68.5 | Helped |
| crop the scene to exclude the associated product (ablation) | Complete the Look · Fashion-2 | accuracy: 70.0 -> 75.3 | Helped |
| crop the scene to exclude the associated product (ablation) | Complete the Look · Home | accuracy: 75.0 -> 79.6 | Helped |
| use global and category-guided local compatibility together | Complete the Look · Fashion-1 | accuracy: 68.5 vs. 64.0 | Helped |
| use global and category-guided local compatibility together | Complete the Look · Fashion-2 | accuracy: 75.3 vs. 69.0 | Helped |
| use global and category-guided local compatibility together | Complete the Look · Home | accuracy: 79.6 vs. 73.1 | Helped |
Closest papers by meaning
- Deciphering Compatibility Relationships with Textual Descriptions via Extraction and Explanation (AAAI 2024 · similarity 0.86)
- TexFit: Text-Driven Fashion Image Editing with Diffusion Models (AAAI 2024 · similarity 0.85)
- StyleTailor: Towards Personalized Fashion Styling via Hierarchical Negative Feedback (AAAI 2026 · similarity 0.85)
- Towards Unified Multi-Modal Personalization: Large Vision-Language Models for Generative Recommendation and Beyond (ICLR 2024 · similarity 0.84)
- Aligning Vision Models with Human Aesthetics in Retrieval: Benchmarks and Algorithms (NeurIPS 2024 · similarity 0.84)
- ICAR: Image-Based Complementary Auto Reasoning (AAAI 2024 · similarity 0.84)
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