Metric: Score (higher is better)
| # | Model↕ | Score▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | CSS | 58.95 | Yes | Counterfactual Samples Synthesizing for Robust V... | 2020-03-14 | Code |
| 2 | GGE-DQ | 57.32 | No | Greedy Gradient Ensemble for Robust Visual Quest... | 2021-07-27 | Code |
| 3 | LMH+Entropy regularization (Ensemble) | 56.74 | No | Removing Bias in Multi-modal Classifiers: Regula... | 2020-10-21 | Code |
| 4 | LMH+Entropy regularization | 54.55 | No | Removing Bias in Multi-modal Classifiers: Regula... | 2020-10-21 | Code |
| 5 | Learned-Mixin +H | 52.05 | No | Don't Take the Easy Way Out: Ensemble Based Meth... | 2019-09-09 | Code |
| 6 | UpDn+SCR (VQA-X) | 49.45 | No | Self-Critical Reasoning for Robust Visual Questi... | 2019-05-24 | Code |
| 7 | RUBi | 47.11 | No | RUBi: Reducing Unimodal Biases in Visual Questio... | 2019-06-24 | Code |
| 8 | NSM | 45.8 | No | Learning by Abstraction: The Neural State Machine | 2019-07-09 | Code |
| 9 | MuRel | 39.54 | No | MUREL: Multimodal Relational Reasoning for Visua... | 2019-02-25 | Code |
| 10 | HAN | 28.65 | No | Learning Visual Question Answering by Bootstrapp... | 2018-08-01 | Code |