Research map / Vision-language and multimodal / Human and embodied modeling
Image Search With Text Feedback by Visiolinguistic Attention Learning
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use multi-level VAL composite transformers instead of TIRG | Image search with text feedback · Fashion200k | R@1: 14.8 -> 21.2 | Helped |
| Add auxiliary visual-semantic matching (ablation) | VAL · Fashion200k | R@10: 49.0 -> 53.8 | Helped |
| Initialize word vectors with GloVe (ablation) | VAL · Fashion200k | R@1: 21.2 -> 22.9 | Helped |
| Add auxiliary visual-semantic matching (ablation) | VAL · Shoes | R@10: 49.12 -> 49.83 | Helped |
| Initialize word vectors with GloVe (ablation) | VAL · Shoes | R@1: 16.49 -> 17.18 | Helped |
| Add auxiliary visual-semantic matching (ablation) | VAL · FashionIQ | R@10: 22.60 -> 23.07 | Helped |
| Initialize word vectors with GloVe (ablation) | VAL · FashionIQ | R@10: 22.60 -> 24.15 | Helped |
| Add self-attentional transformation (ablation) | VAL · FashionIQ | R@10: 21.94 -> 22.60 | Helped |
| Add joint-attentional preservation (ablation) | VAL · FashionIQ | R@10: 21.31 -> 22.60 | Helped |
| Add self-attentional transformation (ablation) | VAL · Shoes | R@1: 7.85 -> 16.49 | Helped |
| Add joint-attentional preservation (ablation) | VAL · Shoes | R@1: 13.43 -> 16.49 | Helped |
| Compose image and text at multiple CNN depths rather than high level only (ablation) | VAL · Fashion200k | R@@1: 15.99 -> 21.19 | Helped |
Closest papers by meaning
- Recurrence-Enhanced Vision-and-Language Transformers for Robust Multimodal Document Retrieval (CVPR 2025 · similarity 0.86)
- TIGeR: Unifying Text-to-Image Generation and Retrieval with Large Multimodal Models (ICLR 2025 · similarity 0.85)
- Revisiting the Role of Language Priors in Vision-Language Models (ICML 2024 · similarity 0.85)
- Highlighting What Matters: Promptable Embeddings for Attribute-Focused Image Retrieval (NeurIPS 2025 · similarity 0.85)
- FLAIR: VLM with Fine-grained Language-informed Image Representations (CVPR 2025 · similarity 0.85)
- CVSearch: Empowering Multimodal LLMs with Cognitive Visual Search for High-Resolution Image Perception (ICML 2026 · similarity 0.85)
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