Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | ProTo | 65.14 | No | ProTo: Program-Guided Transformer for Program-Gu... | 2021-10-02 | Code |
| 2 | NSM | 63.17 | No | Learning by Abstraction: The Neural State Machine | 2019-07-09 | Code |
| 3 | MDETR-ENB5 | 62.45 | No | MDETR -- Modulated Detection for End-to-End Mult... | 2021-04-26 | Code |
| 4 | LXMERT | 60.3 | Yes | LXMERT: Learning Cross-Modality Encoder Represen... | 2019-08-20 | Code |
| 5 | single-hop + LCGN (ours) | 56.1 | No | Language-Conditioned Graph Networks for Relation... | 2019-05-10 | Code |
| 6 | MAC | 54.06 | No | GQA: A New Dataset for Real-World Visual Reasoni... | 2019-02-25 | Code |
| 7 | CNN+LSTM | 46.55 | No | GQA: A New Dataset for Real-World Visual Reasoni... | 2019-02-25 | Code |