| Paper | Code | BLEU-4 | CIDEr | GQA-test | GQA-val | Grounding | METEOR | ROUGE-L | SPICE | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Variational Causal Inference Network for Explanatory Visual Question Answering | ✓ Link | 58.65 | 519.23 | 60.61 | 81.80 | 77.33 | 41.57 | 81.45 | 54.63 | VCIN | 2023-01-01 |
| REX: Reasoning-aware and Grounded Explanation | ✓ Link | 54.79 | 466.01 | 58.15 | 78.19 | 70.79 | 39.51 | 79.41 | 49.98 | REX-LXMERT | 2022-03-11 |
| REX: Reasoning-aware and Grounded Explanation | ✓ Link | 54.59 | 464.20 | 57.77 | 66.16 | 67.95 | 39.22 | 78.56 | 46.80 | REX-VisualBert | 2022-03-11 |
| VQA-E: Explaining, Elaborating, and Enhancing Your Answers for Visual Questions | 42.56 | 358.20 | 57.24 | 65.19 | 31.29 | 34.51 | 73.59 | 40.39 | VQAE | 2018-03-20 | |
| Faithful Multimodal Explanation for Visual Question Answering | ✓ Link | 42.45 | 357.10 | 56.92 | 65.17 | 33.52 | 34.46 | 73.51 | 40.35 | EXP | 2018-09-08 |