├── ADVANCED.md ├── LICENSE ├── README.md ├── ResNet.py ├── captioning ├── __init__.py ├── __pycache__ │ └── __init__.cpython-37.pyc ├── data │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ ├── dataloader.cpython-37.pyc │ │ ├── dataloader_fc.cpython-37.pyc │ │ └── dataloaderraw.cpython-37.pyc │ ├── dataloader.py │ ├── dataloader_fc.py │ ├── dataloaderraw.py │ └── pth_loader.py ├── models │ ├── AoAModel.py │ ├── AttEnsemble.py │ ├── AttModel.py │ ├── BertCapModel.py │ ├── CaptionModel.py │ ├── FCModel.py │ ├── M2Transformer.py │ ├── ShowTellModel.py │ ├── TransformerModel.py │ ├── __init__.py │ ├── __pycache__ │ │ ├── AoAModel.cpython-37.pyc │ │ ├── AttModel.cpython-37.pyc │ │ ├── BertCapModel.cpython-37.pyc │ │ ├── CaptionModel.cpython-37.pyc │ │ ├── FCModel.cpython-37.pyc │ │ ├── M2Transformer.cpython-37.pyc │ │ ├── ShowTellModel.cpython-37.pyc │ │ ├── TransformerModel.cpython-37.pyc │ │ ├── __init__.cpython-37.pyc │ │ ├── cachedTransformer.cpython-37.pyc │ │ └── utils.cpython-37.pyc │ ├── cachedTransformer.py │ └── utils.py ├── modules │ ├── __pycache__ │ │ ├── loss_wrapper.cpython-37.pyc │ │ └── losses.cpython-37.pyc │ ├── loss_wrapper.py │ └── losses.py └── utils │ ├── __init__.py │ ├── __pycache__ │ ├── __init__.cpython-37.pyc │ ├── config.cpython-37.pyc │ ├── eval_utils.cpython-37.pyc │ ├── misc.cpython-37.pyc │ ├── opts.cpython-37.pyc │ ├── resnet.cpython-37.pyc │ ├── resnet_utils.cpython-37.pyc │ └── rewards.cpython-37.pyc │ ├── config.py │ ├── div_utils.py │ ├── eval_multi.py │ ├── eval_utils.py │ ├── misc.py │ ├── opts.py │ ├── resnet.py │ ├── resnet_utils.py │ └── rewards.py ├── cider ├── PyDataFormat │ ├── __init__.py │ ├── __init__.pyc │ ├── jsonify_refs.py │ ├── loadData.py │ └── loadData.pyc ├── README.md ├── cidereval.ipynb ├── cidereval.py ├── data │ ├── abstract48S.json │ ├── abstract_candsB.json │ ├── abstract_candsC.json │ ├── coco-val.p │ ├── pascal50S.json │ ├── pascal_candsB.json │ └── pascal_candsC.json ├── license.txt ├── params.json └── pyciderevalcap │ ├── __init__.py │ ├── __init__.pyc │ ├── __pycache__ │ └── __init__.cpython-37.pyc │ ├── cider │ ├── __init__.py │ ├── __init__.pyc │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ ├── cider.cpython-37.pyc │ │ └── cider_scorer.cpython-37.pyc │ ├── cider.py │ ├── cider.pyc │ ├── cider_scorer.py │ └── cider_scorer.pyc │ ├── ciderD │ ├── __init__.py │ ├── __init__.pyc │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ ├── ciderD.cpython-37.pyc │ │ └── ciderD_scorer.cpython-37.pyc │ ├── ciderD.py │ ├── ciderD.pyc │ ├── ciderD_scorer.py │ └── ciderD_scorer.pyc │ ├── eval.py │ ├── eval.pyc │ └── tokenizer │ ├── __init__.py │ ├── __init__.pyc │ ├── ptbtokenizer.py │ ├── ptbtokenizer.pyc │ ├── stanford-corenlp-3.4.1.jar │ ├── tmpBF49XX │ ├── tmpql9uU7 │ ├── tmpuCp_T0 │ ├── tmpxAmV_C │ └── tmpzNW4I2 ├── classifiers ├── __init__.py ├── __pycache__ │ ├── bert_classifier.cpython-37.pyc │ ├── dataset.cpython-37.pyc │ └── utils.cpython-37.pyc ├── bert_classifier.py ├── dataset.py ├── train.sh ├── trainer.py └── utils.py ├── configs ├── a2i2.yml ├── a2i2_nsc.yml ├── a2i2_sc.yml ├── aoa.yml ├── aoa_nsc.yml ├── aoa_sc.yml ├── butd.yml ├── cnnc.yml ├── fc.yml ├── fc_nsc.yml ├── fc_rl.yml ├── sat.yml ├── transformer │ ├── transformer.yml │ ├── transformer_nsc.yml │ ├── transformer_nscl.yml │ ├── transformer_sc.yml │ ├── transformer_scl.yml │ └── transformer_step.yml └── updown │ ├── ud_long_nsc.yml │ ├── ud_long_sc.yml │ ├── updown.yml │ ├── updown_long.yml │ ├── updown_nsc.yml │ └── updown_sc.yml ├── data └── README.md ├── dataset.py ├── eval.sh ├── eval_result ├── cache_butd.json ├── cache_cnnc.json └── cache_sat.json ├── ficeval.py ├── misc ├── __pycache__ │ └── config.cpython-37.pyc ├── config.py ├── loss_wrapper.py └── rewards.py ├── models ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-37.pyc │ ├── butd.cpython-37.pyc │ ├── cnnc.cpython-37.pyc │ └── sat.cpython-37.pyc ├── butd.py ├── cnnc.py ├── cnnc2.py ├── 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