Metric: R@10 (higher is better)
| # | Model↕ | R@10▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Ensemble FGA + BERT | 95.08 | No | - | - | - |
| 2 | MRR ensemble (Naive) | 94.45 | No | - | - | - |
| 3 | 5xFGA (F-RCNNx101) | 94.05 | No | Factor Graph Attention | 2019-04-11 | Code |
| 4 | single model | 93.7 | No | - | - | - |
| 5 | w/ VQA + CC, single model | 93.25 | No | - | - | - |
| 6 | test1 | 93.25 | No | - | - | - |
| 7 | sh101 | 93.25 | No | - | - | - |
| 8 | single-model | 93.15 | No | - | - | - |
| 9 | CAF | 93.1 | No | - | - | - |
| 10 | Transformer+2cons | 92.5 | No | - | - | - |
| 11 | SCL_48 | 92.27 | No | - | - | - |
| 12 | single-model | 92 | No | - | - | - |
| 13 | Bert2constraints | 91.97 | No | - | - | - |
| 14 | clean_wac_4freeze | 91.67 | No | - | - | - |
| 15 | Two-Step(refactor) | 90.83 | No | - | - | - |
| 16 | MVAN | 90.65 | No | Multi-View Attention Network for Visual Dialog | 2020-04-29 | Code |
| 17 | 1 | 90.6 | No | - | - | - |
| 18 | jiuyigedian | 90.38 | No | - | - | - |
| 19 | disc | 90.18 | No | - | - | - |
| 20 | CAG | 90.15 | No | Iterative Context-Aware Graph Inference for Visu... | 2020-04-05 | Code |
| 21 | gr | 90.05 | No | - | - | - |
| 22 | zuizhong | 90.03 | No | - | - | - |
| 23 | CARE(Single Model) | 89.95 | No | - | - | - |
| 24 | 211 | 89.83 | No | - | - | - |
| 25 | RVA | 89.83 | No | Recursive Visual Attention in Visual Dialog | 2018-12-06 | Code |
| 26 | eightepoch | 89.72 | No | - | - | - |
| 27 | DualVD | 89.7 | No | DualVD: An Adaptive Dual Encoding Model for Deep... | 2019-11-17 | Code |
| 28 | zxcdd | 89.65 | No | - | - | - |
| 29 | 2 Step: Factor Graph Attention + VD-Bert | 89.6 | No | Ensemble of MRR and NDCG models for Visual Dialog | 2021-04-15 | Code |
| 30 | Bert(two-stream) | 89.6 | No | - | - | - |
| 31 | ERIC666 | 89.6 | No | - | - | - |
| 32 | kbgn_disc_5 | 89.48 | No | - | - | - |
| 33 | HACAN | 89.45 | No | Making History Matter: History-Advantage Sequenc... | 2019-02-25 | - |
| 34 | DAN | 89.35 | No | Dual Attention Networks for Visual Reference Res... | 2019-02-25 | Code |
| 35 | lijunlin_9 | 89.25 | No | - | - | - |
| 36 | lijunlin_7 | 89.15 | No | - | - | - |
| 37 | CorefNMN (ResNet-152) | 88.8 | No | Visual Coreference Resolution in Visual Dialog u... | 2018-09-06 | Code |
| 38 | wqedasd(single model) | 88.6 | No | - | - | - |
| 39 | lkh(single-model) | 88.35 | No | - | - | - |
| 40 | adasd | 87.9 | No | - | - | - |
| 41 | GNN | 87.83 | No | Reasoning Visual Dialogs with Structural and Par... | 2019-04-11 | Code |
| 42 | DLC-4 | 87.42 | No | - | - | - |
| 43 | NMN | 86.88 | No | Learning to Reason: End-to-End Module Networks f... | 2017-04-18 | Code |
| 44 | jkl | 86.48 | No | - | - | - |
| 45 | sdfsdaf | 86.42 | No | - | - | - |
| 46 | ensemble, finetune | 84.52 | No | - | - | - |
| 47 | P1P2+Distill+Ensemble | 83.78 | No | - | - | - |
| 48 | bert-double-stream-finetuning | 83.33 | No | - | - | - |
| 49 | MN-QIH-D | 83.3 | No | Visual Dialog | 2016-11-26 | Code |
| 50 | paratraining1epoch | 83.1 | No | - | - | - |
| 51 | MN-QIH-D | 82.83 | No | Visual Dialog | 2016-11-26 | Code |
| 52 | VD-PCR | 82.75 | No | - | - | - |
| 53 | Single | 82.45 | No | - | - | - |
| 54 | 1 | 82.4 | No | - | - | - |
| 55 | shanshandu | 82.38 | No | - | - | - |
| 56 | Ensemble + Fine-tuning | 82.17 | No | - | - | - |
| 57 | 1 | 81.9 | No | - | - | - |
| 58 | 1 | 81.73 | No | - | - | - |
| 59 | 1 | 81.7 | No | - | - | - |
| 60 | 7 | 81.62 | No | - | - | - |
| 61 | HRE-QIH-D | 81.5 | No | Visual Dialog | 2016-11-26 | Code |
| 62 | Ensemble + Finetune | 80.65 | No | Efficient Attention Mechanism for Visual Dialog ... | 2019-11-26 | Code |
| 63 | CE-finetuned, single model | 80 | No | - | - | - |
| 64 | Disc, Dense, 4 Ensemble. | 79.77 | No | - | - | - |
| 65 | gat_disc_relto_4 | 79.72 | No | - | - | - |
| 66 | 10 | 78.25 | No | - | - | - |
| 67 | 2 | 78.12 | No | - | - | - |
| 68 | Ensemble | 77.98 | No | - | - | - |
| 69 | 5-2 | 77.75 | No | - | - | - |
| 70 | 5_4 | 77.53 | No | - | - | - |
| 71 | 20 | 77.33 | No | - | - | - |
| 72 | 2 | 76.55 | No | - | - | - |
| 73 | simple_test | 74.67 | No | - | - | - |
| 74 | gat_disc_3 | 74.15 | No | - | - | - |
| 75 | 5TS | 70.12 | No | - | - | - |
| 76 | mvan_len40_test | 65.8 | No | - | - | - |
| 77 | trainval_ch_9 | 61.7 | No | - | - | - |
| 78 | czczx | 53.05 | No | - | - | - |
| 79 | qqhe | 12.22 | No | - | - | - |