├── LICENSE ├── README.md ├── classifier_calibration ├── calibration_classifier.ipynb ├── data │ └── .gitkeep └── temperature_scaling.py ├── counting_alignment ├── CA.py ├── captions │ └── .gitkeep ├── images │ └── .gitkeep ├── results │ ├── attngan++.txt │ ├── attngan-cl.txt │ ├── attngan.txt │ ├── cpgan.txt │ ├── dalle_mini.txt │ ├── df-gan.txt │ ├── dm-gan-cl.txt │ ├── dm-gan.txt │ ├── gan-cls.txt │ └── stackgan.txt └── weights │ └── .gitkeep ├── download_scripts ├── download_cub_data.py ├── download_data_for_calibration_optional.py ├── download_evaluation_data.py ├── download_ms_coco_images.sh ├── download_ms_coco_metadata.py └── download_pretrained_models.py ├── image_realism ├── FID │ ├── fid_score.py │ ├── img_data.py │ └── inception.py ├── IS │ ├── bird │ │ ├── .gitignore │ │ ├── inception │ │ │ ├── __init__.py │ │ │ └── slim │ │ │ │ ├── BUILD │ │ │ │ ├── README.md │ │ │ │ ├── __init__.py │ │ │ │ ├── collections_test.py │ │ │ │ ├── inception_model.py │ │ │ │ ├── inception_test.py │ │ │ │ ├── losses.py │ │ │ │ ├── losses_test.py │ │ │ │ ├── ops.py │ │ │ │ ├── ops_test.py │ │ │ │ ├── scopes.py │ │ │ │ ├── scopes_test.py │ │ │ │ ├── slim.py │ │ │ │ ├── variables.py │ │ │ │ └── variables_test.py │ │ └── inception_score_star_bird.py │ └── coco │ │ └── inception_score_star_coco.py ├── captions │ └── .gitkeep ├── images │ ├── coco │ │ └── .gitkeep │ └── cub │ │ └── .gitkeep └── results │ ├── FID │ ├── coco │ │ ├── attngan++.txt │ │ ├── attngan-cl.txt │ │ ├── attngan.txt │ │ ├── cpgan.txt │ │ ├── dalle_mini.txt │ │ ├── df-gan.txt │ │ ├── dm-gan-cl.txt │ │ ├── dm-gan.txt │ │ ├── gan-cls.txt │ │ └── stackgan.txt │ └── cub │ │ ├── attngan++.txt │ │ ├── attngan-cl.txt │ │ ├── attngan.txt │ │ ├── counter_models.txt │ │ ├── df-gan.txt │ │ ├── dm-gan-cl.txt │ │ ├── dm-gan.txt │ │ ├── gan-int-cls.txt │ │ └── stackgan++.txt │ └── IS │ ├── coco │ ├── attngan++.txt │ ├── attngan-cl.txt │ ├── attngan.txt │ ├── cpgan.txt │ ├── dalle_mini.txt │ ├── df-gan.txt │ ├── dm-gan-cl.txt │ ├── dm-gan.txt │ ├── gan-cls.txt │ └── stackgan.txt │ └── cub │ ├── attngan++.txt │ ├── attngan-cl.txt │ ├── attngan.txt │ ├── counter_models.txt │ ├── df-gan.txt │ ├── dm-gan-cl.txt │ ├── dm-gan.txt │ ├── gan-int-cls.txt │ └── stackgan++.txt ├── object_fidelity ├── O-FID │ ├── fid_score.py │ ├── img_data.py │ └── inception.py ├── O-IS │ └── object_centric_inception_score.py ├── crop_object.py ├── cropped_objects │ └── .gitkeep ├── results │ ├── O-FID │ │ ├── attngan++.txt │ │ ├── attngan-cl.txt │ │ ├── attngan.txt │ │ ├── cpgan.txt │ │ ├── dalle_mini.txt │ │ ├── df-gan.txt │ │ ├── dm-gan-cl.txt │ │ ├── dm-gan.txt │ │ ├── gan-cls.txt │ │ ├── real_images.txt │ │ └── stackgan.txt │ └── O-IS │ │ ├── attngan++.txt │ │ ├── attngan-cl.txt │ │ ├── attngan.txt │ │ ├── cpgan.txt │ │ ├── dalle_mini.txt │ │ ├── df-gan.txt │ │ ├── dm-gan-cl.txt │ │ ├── dm-gan.txt │ │ ├── gan-cls.txt │ │ ├── real_images.txt │ │ └── stackgan.txt └── weights │ └── .gitkeep ├── positional_alignment ├── PA.py ├── captions │ └── .gitkeep ├── images │ └── .gitkeep └── results │ ├── attngan++.txt │ ├── attngan-cl.txt │ ├── attngan.txt │ ├── cpgan.txt │ ├── dalle_mini.txt │ ├── df-gan.txt │ ├── dm-gan-cl.txt │ ├── dm-gan.txt │ ├── gan-cls.txt │ ├── real_images.txt │ └── stackgan.txt ├── ranking_scores ├── methods │ ├── AttnGAN + CL.json │ ├── AttnGAN++.json │ ├── AttnGAN.json │ ├── CPGAN.json │ ├── DALLE-Mini.json │ ├── DF-GAN.json │ ├── DM-GAN + CL.json │ ├── DM-GAN.json │ ├── GAN-CLS.json │ ├── Real-Images.json │ └── StackGAN.json ├── ranking_score.py └── results │ └── coco_benchmark_results.txt ├── requirements.txt ├── semantic_object_accuracy ├── SOA.py ├── detected_results │ └── .gitkeep ├── images │ └── .gitkeep ├── results │ ├── attngan++.txt │ ├── attngan-cl.txt │ ├── attngan.txt │ ├── cpgan.txt │ ├── dalle_mini.txt │ ├── df-gan.txt │ ├── dm-gan-cl.txt │ ├── dm-gan.txt │ ├── gan-cls.txt │ ├── real_images.txt │ └── stackgan.txt ├── util.py └── weights │ └── .gitkeep ├── text_relevance ├── RP_coco.py ├── RP_cub.py ├── captions │ └── .gitkeep ├── encoders.py ├── images │ ├── coco │ │ └── .gitkeep │ └── cub │ │ └── .gitkeep └── results │ ├── coco │ ├── attngan++.txt │ ├── attngan-cl.txt │ ├── attngan.txt │ ├── cpgan.txt │ ├── dalle_mini.txt │ ├── df-gan.txt │ ├── dm-gan-cl.txt │ ├── dm-gan.txt │ ├── gan-cls.txt │ ├── real_images.txt │ └── stackgan.txt │ └── cub │ ├── attngan++.txt │ ├── attngan-cl.txt │ ├── attngan.txt │ ├── counter_models.txt │ ├── df-gan.txt │ ├── dm-gan-cl.txt │ ├── dm-gan.txt │ ├── gan-int-cls.txt │ ├── real_images.txt │ └── stackgan++.txt ├── text_to_images_models ├── AttnGAN++ │ ├── attention.py │ ├── cfg │ │ ├── eval_bird.yml │ │ └── eval_coco.yml │ ├── coco_gen_PA_input_images.py │ ├── coco_gen_image_from_caption.py │ ├── coco_gen_soa_input_images.py │ ├── cub_gen_image_from_caption.py │ ├── datasets.py │ ├── discriminators.py │ ├── encoders.py │ ├── gen_evaluation_images_coco.sh │ ├── gen_evaluation_images_cub.sh │ ├── generators.py │ ├── layers.py │ ├── main.py │ ├── miscc │ │ ├── FreeMono.ttf │ │ ├── __init__.py │ │ ├── config.py │ │ ├── losses.py │ │ └── utils.py │ ├── pretrain_DAMSM.py │ ├── spectral.py │ ├── sync_batchnorm │ │ ├── __init__.py │ │ ├── batchnorm.py │ │ ├── batchnorm_reimpl.py │ │ ├── comm.py │ │ ├── replicate.py │ │ └── unittest.py │ └── trainer.py ├── CounterModel │ ├── GlobalAttention.py │ ├── cfg │ │ └── eval_bird.yml │ ├── cub_gen_image_from_caption.py │ ├── datasets.py │ ├── discriminators.py │ ├── encoders.py │ ├── gen_evaluation_images_cub.sh │ ├── generators.py │ ├── layers.py │ ├── main.py │ ├── miscc │ │ ├── FreeMono.ttf │ │ ├── __init__.py │ │ ├── config.py │ │ ├── losses.py │ │ └── utils.py │ ├── pretrain_DAMSM.py │ ├── spectral.py │ └── trainer.py ├── DAMSMencoders │ └── .gitkeep ├── data │ └── .gitkeep └── pretrained_models │ └── .gitkeep └── utils └── download_from_google_drive.py /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/tise-toolbox/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/tise-toolbox/HEAD/README.md -------------------------------------------------------------------------------- /classifier_calibration/calibration_classifier.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/tise-toolbox/HEAD/classifier_calibration/calibration_classifier.ipynb -------------------------------------------------------------------------------- /classifier_calibration/data/.gitkeep: -------------------------------------------------------------------------------- 1 | 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-------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /counting_alignment/results/attngan++.txt: -------------------------------------------------------------------------------- 1 | CA = 1.5713429121684 -------------------------------------------------------------------------------- /counting_alignment/results/attngan-cl.txt: -------------------------------------------------------------------------------- 1 | CA = 1.7212593768341828 -------------------------------------------------------------------------------- /counting_alignment/results/attngan.txt: -------------------------------------------------------------------------------- 1 | CA = 1.8185734845725106 -------------------------------------------------------------------------------- /counting_alignment/results/cpgan.txt: -------------------------------------------------------------------------------- 1 | CA = 2.070952289670245 -------------------------------------------------------------------------------- /counting_alignment/results/dalle_mini.txt: -------------------------------------------------------------------------------- 1 | CA = 2.3101618684135437 -------------------------------------------------------------------------------- /counting_alignment/results/df-gan.txt: -------------------------------------------------------------------------------- 1 | CA = 1.9619137270490175 -------------------------------------------------------------------------------- /counting_alignment/results/dm-gan-cl.txt: -------------------------------------------------------------------------------- 1 | CA = 1.6615492710095319 -------------------------------------------------------------------------------- /counting_alignment/results/dm-gan.txt: -------------------------------------------------------------------------------- 1 | CA = 1.7137297633651132 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/image_realism/results/FID/coco/attngan.txt: -------------------------------------------------------------------------------- 1 | FID: 36.900454168453905 -------------------------------------------------------------------------------- /image_realism/results/FID/coco/cpgan.txt: -------------------------------------------------------------------------------- 1 | FID: 50.677299344783705 -------------------------------------------------------------------------------- /image_realism/results/FID/coco/dalle_mini.txt: -------------------------------------------------------------------------------- 1 | FID: 62.90212834257636 -------------------------------------------------------------------------------- /image_realism/results/FID/coco/df-gan.txt: -------------------------------------------------------------------------------- 1 | FID: 21.048173093863625 -------------------------------------------------------------------------------- /image_realism/results/FID/coco/dm-gan-cl.txt: -------------------------------------------------------------------------------- 1 | FID: 22.599509938055917 -------------------------------------------------------------------------------- /image_realism/results/FID/coco/dm-gan.txt: -------------------------------------------------------------------------------- 1 | FID: 28.96466624684274 -------------------------------------------------------------------------------- /image_realism/results/FID/coco/gan-cls.txt: -------------------------------------------------------------------------------- 1 | FID: 192.0899558086607 -------------------------------------------------------------------------------- /image_realism/results/FID/coco/stackgan.txt: -------------------------------------------------------------------------------- 1 | FID: 53.4383445426285 -------------------------------------------------------------------------------- /image_realism/results/FID/cub/attngan++.txt: -------------------------------------------------------------------------------- 1 | FID: 15.010568316047937 -------------------------------------------------------------------------------- /image_realism/results/FID/cub/attngan-cl.txt: -------------------------------------------------------------------------------- 1 | FID: 17.961797696740348 -------------------------------------------------------------------------------- /image_realism/results/FID/cub/attngan.txt: -------------------------------------------------------------------------------- 1 | FID: 24.274090728765174 -------------------------------------------------------------------------------- /image_realism/results/FID/cub/counter_models.txt: -------------------------------------------------------------------------------- 1 | FID: 128.56141083326958 -------------------------------------------------------------------------------- /image_realism/results/FID/cub/df-gan.txt: -------------------------------------------------------------------------------- 1 | FID: 16.459936637801036 -------------------------------------------------------------------------------- /image_realism/results/FID/cub/dm-gan-cl.txt: -------------------------------------------------------------------------------- 1 | FID: 14.574276646490802 -------------------------------------------------------------------------------- /image_realism/results/FID/cub/dm-gan.txt: -------------------------------------------------------------------------------- 1 | FID: 15.522589301467264 -------------------------------------------------------------------------------- /image_realism/results/FID/cub/gan-int-cls.txt: -------------------------------------------------------------------------------- 1 | FID: 194.40960058280726 -------------------------------------------------------------------------------- /image_realism/results/FID/cub/stackgan++.txt: -------------------------------------------------------------------------------- 1 | FID: 27.40085381599033 -------------------------------------------------------------------------------- /image_realism/results/IS/coco/attngan++.txt: -------------------------------------------------------------------------------- 1 | [Inception Score] mean: 54.62964 std: 1.53601 -------------------------------------------------------------------------------- /image_realism/results/IS/coco/attngan-cl.txt: -------------------------------------------------------------------------------- 1 | [Inception Score] mean: 36.85053 std: 0.94689 -------------------------------------------------------------------------------- /image_realism/results/IS/coco/attngan.txt: -------------------------------------------------------------------------------- 1 | [Inception Score] mean: 33.78558 std: 1.08722 -------------------------------------------------------------------------------- /image_realism/results/IS/coco/cpgan.txt: -------------------------------------------------------------------------------- 1 | [Inception Score] mean: 59.64800 std: 1.56308 -------------------------------------------------------------------------------- /image_realism/results/IS/coco/dalle_mini.txt: -------------------------------------------------------------------------------- 1 | [Inception Score] mean: 19.81748 std: 0.79101 -------------------------------------------------------------------------------- /image_realism/results/IS/coco/df-gan.txt: -------------------------------------------------------------------------------- 1 | [Inception Score] mean: 30.44757 std: 1.11285 -------------------------------------------------------------------------------- /image_realism/results/IS/coco/dm-gan-cl.txt: -------------------------------------------------------------------------------- 1 | [Inception Score] mean: 46.60709 std: 1.29321 -------------------------------------------------------------------------------- /image_realism/results/IS/coco/dm-gan.txt: -------------------------------------------------------------------------------- 1 | [Inception Score] mean: 45.62679 std: 1.32647 -------------------------------------------------------------------------------- /image_realism/results/IS/coco/gan-cls.txt: -------------------------------------------------------------------------------- 1 | [Inception Score] mean: 8.09648 std: 0.12522 -------------------------------------------------------------------------------- /image_realism/results/IS/coco/stackgan.txt: -------------------------------------------------------------------------------- 1 | [Inception Score] mean: 15.49539 std: 0.51366 -------------------------------------------------------------------------------- /image_realism/results/IS/cub/attngan++.txt: -------------------------------------------------------------------------------- 1 | IS = 15.125445365905762 +- 0.1348673403263092 -------------------------------------------------------------------------------- /image_realism/results/IS/cub/attngan-cl.txt: -------------------------------------------------------------------------------- 1 | IS = 14.420522689819336 +- 0.10522576421499252 -------------------------------------------------------------------------------- /image_realism/results/IS/cub/attngan.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/tise-toolbox/HEAD/image_realism/results/IS/cub/attngan.txt -------------------------------------------------------------------------------- /image_realism/results/IS/cub/counter_models.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/tise-toolbox/HEAD/image_realism/results/IS/cub/counter_models.txt -------------------------------------------------------------------------------- /image_realism/results/IS/cub/df-gan.txt: -------------------------------------------------------------------------------- 1 | IS = 14.695940971374512 +- 0.16324156522750854 -------------------------------------------------------------------------------- /image_realism/results/IS/cub/dm-gan-cl.txt: -------------------------------------------------------------------------------- 1 | IS = 15.081916809082031 +- 0.2213682234287262 -------------------------------------------------------------------------------- /image_realism/results/IS/cub/dm-gan.txt: -------------------------------------------------------------------------------- 1 | IS = 14.996561050415039 +- 0.22648818790912628 -------------------------------------------------------------------------------- /image_realism/results/IS/cub/gan-int-cls.txt: -------------------------------------------------------------------------------- 1 | IS = 7.5108137130737305 +- 0.09021588414907455 -------------------------------------------------------------------------------- /image_realism/results/IS/cub/stackgan++.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/tise-toolbox/HEAD/image_realism/results/IS/cub/stackgan++.txt -------------------------------------------------------------------------------- /object_fidelity/O-FID/fid_score.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/tise-toolbox/HEAD/object_fidelity/O-FID/fid_score.py -------------------------------------------------------------------------------- /object_fidelity/O-FID/img_data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VinAIResearch/tise-toolbox/HEAD/object_fidelity/O-FID/img_data.py 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-------------------------------------------------------------------------------- /object_fidelity/results/O-IS/attngan++.txt: -------------------------------------------------------------------------------- 1 | O-IS: 6.007644718133756 +- 0.11482750455436488 -------------------------------------------------------------------------------- /object_fidelity/results/O-IS/attngan-cl.txt: -------------------------------------------------------------------------------- 1 | O-IS: 4.9172554445393075 +- 0.11019074741309022 -------------------------------------------------------------------------------- /object_fidelity/results/O-IS/attngan.txt: -------------------------------------------------------------------------------- 1 | O-IS: 5.036385070979261 +- 0.08225055662136281 -------------------------------------------------------------------------------- /object_fidelity/results/O-IS/cpgan.txt: -------------------------------------------------------------------------------- 1 | O-IS: 6.382320242568159 +- 0.06792045719911376 -------------------------------------------------------------------------------- /object_fidelity/results/O-IS/dalle_mini.txt: -------------------------------------------------------------------------------- 1 | O-IS: 4.104546692789301 +- 0.10325877512369029 -------------------------------------------------------------------------------- /object_fidelity/results/O-IS/df-gan.txt: -------------------------------------------------------------------------------- 1 | O-IS: 5.123056924079163 +- 0.11717355843394217 -------------------------------------------------------------------------------- /object_fidelity/results/O-IS/dm-gan-cl.txt: -------------------------------------------------------------------------------- 1 | O-IS: 5.094900072859949 +- 0.08011858663831206 -------------------------------------------------------------------------------- /object_fidelity/results/O-IS/dm-gan.txt: 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