Papers with CLIP-type visual embeddings
Beyond Embeddings: The Promise of Visual Table in Visual Reasoning (2024.emnlp-main)
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| Challenge: | Visual representation learning has been a cornerstone in computer vision for decades. |
| Approach: | They propose a visual representation tailored for visual reasoning that provides instance-level world knowledge and detailed attributes that are essential for visual reason. |
| Outcome: | The proposed visual tables outperform existing models on 11 visual reasoning benchmarks. |