Metric: R@5 (higher is better)
| # | Model↕ | R@5▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Ensemble FGA + BERT | 88.42 | No | - | - | - |
| 2 | MRR ensemble (Naive) | 87.55 | No | - | - | - |
| 3 | 5xFGA (F-RCNNx101) | 86.73 | No | Factor Graph Attention | 2019-04-11 | Code |
| 4 | single model | 85.05 | No | - | - | - |
| 5 | sh101 | 85.02 | No | - | - | - |
| 6 | CAF | 84.95 | No | - | - | - |
| 7 | w/ VQA + CC, single model | 84.67 | No | - | - | - |
| 8 | test1 | 84.67 | No | - | - | - |
| 9 | Transformer+2cons | 84.12 | No | - | - | - |
| 10 | SCL_48 | 84.1 | No | - | - | - |
| 11 | Two-Step(refactor) | 83.85 | No | - | - | - |
| 12 | single-model | 83.15 | No | - | - | - |
| 13 | Bert2constraints | 82.97 | No | - | - | - |
| 14 | clean_wac_4freeze | 82.23 | No | - | - | - |
| 15 | 2 Step: Factor Graph Attention + VD-Bert | 81.55 | No | Ensemble of MRR and NDCG models for Visual Dialog | 2021-04-15 | Code |
| 16 | single-model | 81.55 | No | - | - | - |
| 17 | zuizhong | 81.25 | No | - | - | - |
| 18 | MVAN | 81.12 | No | Multi-View Attention Network for Visual Dialog | 2020-04-29 | Code |
| 19 | jiuyigedian | 81 | No | - | - | - |
| 20 | ERIC666 | 81 | No | - | - | - |
| 21 | 1 | 80.92 | No | - | - | - |
| 22 | gr | 80.92 | No | - | - | - |
| 23 | disc | 80.83 | No | - | - | - |
| 24 | zxcdd | 80.8 | No | - | - | - |
| 25 | 211 | 80.77 | No | - | - | - |
| 26 | HACAN | 80.63 | No | Making History Matter: History-Advantage Sequenc... | 2019-02-25 | - |
| 27 | CAG | 80.63 | No | Iterative Context-Aware Graph Inference for Visu... | 2020-04-05 | Code |
| 28 | lijunlin_9 | 80.45 | No | - | - | - |
| 29 | eightepoch | 80.45 | No | - | - | - |
| 30 | Synergistic | 80.43 | No | Image-Question-Answer Synergistic Network for Vi... | 2019-02-26 | - |
| 31 | RVA | 80.4 | No | Recursive Visual Attention in Visual Dialog | 2018-12-06 | Code |
| 32 | CARE(Single Model) | 80.35 | No | - | - | - |
| 33 | DualVD | 80.23 | No | DualVD: An Adaptive Dual Encoding Model for Deep... | 2019-11-17 | Code |
| 34 | kbgn_disc_5 | 80.1 | No | - | - | - |
| 35 | DAN | 79.75 | No | Dual Attention Networks for Visual Reference Res... | 2019-02-25 | Code |
| 36 | Bert(two-stream) | 79.53 | No | - | - | - |
| 37 | lijunlin_7 | 79.47 | No | - | - | - |
| 38 | DLC-4 | 78.22 | No | - | - | - |
| 39 | lkh(single-model) | 78.1 | No | - | - | - |
| 40 | CorefNMN (ResNet-152) | 78.1 | No | Visual Coreference Resolution in Visual Dialog u... | 2018-09-06 | Code |
| 41 | wqedasd(single model) | 78 | No | - | - | - |
| 42 | GNN | 77.98 | No | Reasoning Visual Dialogs with Structural and Par... | 2019-04-11 | Code |
| 43 | adasd | 77.53 | No | - | - | - |
| 44 | NMN | 76.88 | No | Learning to Reason: End-to-End Module Networks f... | 2017-04-18 | Code |
| 45 | jkl | 76.78 | No | - | - | - |
| 46 | sdfsdaf | 76.15 | No | - | - | - |
| 47 | paratraining1epoch | 73.45 | No | - | - | - |
| 48 | MN-QIH-D | 72.45 | No | Visual Dialog | 2016-11-26 | Code |
| 49 | MN-QIH-D | 72.3 | No | Visual Dialog | 2016-11-26 | Code |
| 50 | bert-double-stream-finetuning | 70.75 | No | - | - | - |
| 51 | HRE-QIH-D | 70.45 | No | Visual Dialog | 2016-11-26 | Code |
| 52 | ensemble, finetune | 70.23 | No | - | - | - |
| 53 | gat_disc_relto_4 | 70.17 | No | - | - | - |
| 54 | shanshandu | 70.15 | No | - | - | - |
| 55 | 1 | 69.95 | No | - | - | - |
| 56 | 1 | 69.65 | No | - | - | - |
| 57 | 1 | 68.92 | No | - | - | - |
| 58 | P1P2+Distill+Ensemble | 68.9 | No | - | - | - |
| 59 | 1 | 68.67 | No | - | - | - |
| 60 | 7 | 68.45 | No | - | - | - |
| 61 | VD-PCR | 68.4 | No | - | - | - |
| 62 | Ensemble + Fine-tuning | 68.12 | No | - | - | - |
| 63 | Disc, Dense, 4 Ensemble. | 67.65 | No | - | - | - |
| 64 | Ensemble + Finetune | 66.6 | No | Efficient Attention Mechanism for Visual Dialog ... | 2019-11-26 | Code |
| 65 | gat_disc_3 | 65.85 | No | - | - | - |
| 66 | Single | 65.7 | No | - | - | - |
| 67 | 10 | 64.15 | No | - | - | - |
| 68 | CE-finetuned, single model | 64.12 | No | - | - | - |
| 69 | 20 | 63.28 | No | - | - | - |
| 70 | 5_4 | 62.98 | No | - | - | - |
| 71 | 5-2 | 62.88 | No | - | - | - |
| 72 | Ensemble | 62.82 | No | - | - | - |
| 73 | 2 | 62.42 | No | - | - | - |
| 74 | 2 | 60.38 | No | - | - | - |
| 75 | simple_test | 60.12 | No | - | - | - |
| 76 | mvan_len40_test | 56.47 | No | - | - | - |
| 77 | trainval_ch_9 | 54.97 | No | - | - | - |
| 78 | 5TS | 53.62 | No | - | - | - |
| 79 | czczx | 43.58 | No | - | - | - |
| 80 | qqhe | 7.22 | No | - | - | - |