Image Retrieval with Multi-Modal Query
The problem of retrieving images from a database based on a multi-modal (image- text) query. Specifically, the query text prompts some modification in the query image and the task is to retrieve images with the desired modifications.
Papers
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Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Css-Net | Recall@1 | 23.4 | — | Unverified |
| 2 | ComposeAE | Recall@1 | 22.8 | — | Unverified |
| 3 | Multi-grained Uncertainty Regularization(MUR) | Recall@1 | 21.8 | — | Unverified |
| 4 | TIRG | Recall@1 | 14.1 | — | Unverified |
| 5 | Relationship | Recall@1 | 13 | — | Unverified |
| 6 | Show and Tell | Recall@1 | 12.3 | — | Unverified |
| 7 | Param Hashing | Recall@1 | 12.2 | — | Unverified |
| 8 | FashionConcept | Recall@1 | 6.3 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | ComposeAE | Recall@1 | 13.9 | — | Unverified |
| 2 | TIRG | Recall@1 | 12.2 | — | Unverified |
| 3 | Show and Tell | Recall@1 | 11.9 | — | Unverified |
| 4 | FiLM | Recall@1 | 10.1 | — | Unverified |
| 5 | Attribute as Operator | Recall@1 | 8.8 | — | Unverified |