Metric: NDCG (x 100) (higher is better)
| # | Model↕ | NDCG (x 100)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Single | 78.7 | No | - | - | - |
| 2 | P1P2+Distill+Ensemble | 77.92 | No | - | - | - |
| 3 | Ensemble + Fine-tuning | 76.43 | No | - | - | - |
| 4 | ensemble, finetune | 76.17 | No | - | - | - |
| 5 | VD-PCR | 76.14 | No | - | - | - |
| 6 | Ensemble | 75.35 | No | - | - | - |
| 7 | Ensemble + Finetune | 74.88 | No | Efficient Attention Mechanism for Visual Dialog ... | 2019-11-26 | Code |
| 8 | bert-double-stream-finetuning | 74.62 | No | - | - | - |
| 9 | CE-finetuned, single model | 74.47 | No | - | - | - |
| 10 | 2 | 73.36 | No | - | - | - |
| 11 | 2 | 73.15 | No | - | - | - |
| 12 | 5_4 | 73.08 | No | - | - | - |
| 13 | 7 | 73.07 | No | - | - | - |
| 14 | 1 | 72.99 | No | - | - | - |
| 15 | 5-2 | 72.85 | No | - | - | - |
| 16 | 2 Step: Factor Graph Attention + VD-Bert | 72.83 | No | Ensemble of MRR and NDCG models for Visual Dialog | 2021-04-15 | Code |
| 17 | 1 | 72.8 | No | - | - | - |
| 18 | 10 | 72.58 | No | - | - | - |
| 19 | Disc, Dense, 4 Ensemble. | 72.41 | No | - | - | - |
| 20 | shanshandu | 72.35 | No | - | - | - |
| 21 | 1 | 72.33 | No | - | - | - |
| 22 | 20 | 72.33 | No | - | - | - |
| 23 | Two-Step(refactor) | 72.16 | No | - | - | - |
| 24 | simple_test | 71.91 | No | - | - | - |
| 25 | 1 | 71.82 | No | - | - | - |
| 26 | 5TS | 70.08 | No | - | - | - |
| 27 | Bert(two-stream) | 68.08 | No | - | - | - |
| 28 | Ensemble FGA + BERT | 67.09 | No | - | - | - |
| 29 | CARE(Single Model) | 64.79 | No | - | - | - |
| 30 | sdfsdaf | 64.48 | No | - | - | - |
| 31 | MRR ensemble (Naive) | 64.04 | No | - | - | - |
| 32 | CAF | 63.94 | No | - | - | - |
| 33 | w/ VQA + CC, single model | 63.87 | No | - | - | - |
| 34 | test1 | 63.87 | No | - | - | - |
| 35 | sh101 | 63.75 | No | - | - | - |
| 36 | SCL_48 | 60.91 | No | - | - | - |
| 37 | Transformer+2cons | 60.33 | No | - | - | - |
| 38 | single-model | 60.31 | No | - | - | - |
| 39 | 1 | 60.19 | No | - | - | - |
| 40 | 211 | 59.69 | No | - | - | - |
| 41 | MVAN | 59.37 | No | Multi-View Attention Network for Visual Dialog | 2020-04-29 | Code |
| 42 | single model | 59.33 | No | - | - | - |
| 43 | gr | 59.23 | No | - | - | - |
| 44 | lkh(single-model) | 59 | No | - | - | - |
| 45 | lijunlin_7 | 58.59 | No | - | - | - |
| 46 | wqedasd(single model) | 58.56 | No | - | - | - |
| 47 | Bert2constraints | 58.51 | No | - | - | - |
| 48 | zxcdd | 58.49 | No | - | - | - |
| 49 | jiuyigedian | 58.25 | No | - | - | - |
| 50 | disc | 58.19 | No | - | - | - |
| 51 | lijunlin_9 | 58.14 | No | - | - | - |
| 52 | NMN | 58.1 | No | Learning to Reason: End-to-End Module Networks f... | 2017-04-18 | Code |
| 53 | zuizhong | 57.82 | No | - | - | - |
| 54 | clean_wac_4freeze | 57.6 | No | - | - | - |
| 55 | DAN | 57.59 | No | Dual Attention Networks for Visual Reference Res... | 2019-02-25 | Code |
| 56 | mvan_len40_test | 57.39 | No | - | - | - |
| 57 | Synergistic | 57.32 | No | Image-Question-Answer Synergistic Network for Vi... | 2019-02-26 | - |
| 58 | 5xFGA (F-RCNNx101) | 57.2 | No | Factor Graph Attention | 2019-04-11 | Code |
| 59 | HACAN | 57.17 | No | Making History Matter: History-Advantage Sequenc... | 2019-02-25 | - |
| 60 | CAG | 56.64 | No | Iterative Context-Aware Graph Inference for Visu... | 2020-04-05 | Code |
| 61 | kbgn_disc_5 | 56.38 | No | - | - | - |
| 62 | DualVD | 56.32 | No | DualVD: An Adaptive Dual Encoding Model for Deep... | 2019-11-17 | Code |
| 63 | ERIC666 | 55.94 | No | - | - | - |
| 64 | eightepoch | 55.88 | No | - | - | - |
| 65 | RVA | 55.59 | No | Recursive Visual Attention in Visual Dialog | 2018-12-06 | Code |
| 66 | single-model | 55.21 | No | - | - | - |
| 67 | CorefNMN (ResNet-152) | 54.7 | No | Visual Coreference Resolution in Visual Dialog u... | 2018-09-06 | Code |
| 68 | jkl | 53.2 | No | - | - | - |
| 69 | trainval_ch_9 | 53.19 | No | - | - | - |
| 70 | GNN | 52.82 | No | Reasoning Visual Dialogs with Structural and Par... | 2019-04-11 | Code |
| 71 | DLC-4 | 52.57 | No | - | - | - |
| 72 | gat_disc_relto_4 | 51.87 | No | - | - | - |
| 73 | adasd | 49.94 | No | - | - | - |
| 74 | gat_disc_3 | 47.51 | No | - | - | - |
| 75 | MN-QIH-D | 47.5 | No | Visual Dialog | 2016-11-26 | Code |
| 76 | paratraining1epoch | 46.75 | No | - | - | - |
| 77 | HRE-QIH-D | 45.5 | No | Visual Dialog | 2016-11-26 | Code |
| 78 | MN-QIH-D | 45.3 | No | Visual Dialog | 2016-11-26 | Code |
| 79 | czczx | 23 | No | - | - | - |
| 80 | qqhe | 11.84 | No | - | - | - |