├── Figs ├── em.png ├── em_6004.png ├── gm.png └── nih.png ├── LICENSE ├── README.md ├── UNET_EM_DATASET ├── UNET_EM_DATASET_BASE │ ├── config.py │ ├── config.yaml │ ├── data.py │ ├── datasets.py │ ├── em_unet.py │ ├── filters.py │ ├── layers.py │ ├── layover.py │ ├── losses.py │ ├── metrics.py │ ├── model.py │ ├── model_visualizer.py │ ├── models.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py ├── UNET_EM_DATASET_BNN │ ├── config.py │ ├── config.yaml │ ├── data.py │ ├── datasets.py │ ├── em_unet.py │ ├── filters.py │ ├── layers.py │ ├── layover.py │ ├── losses.py │ ├── metrics.py │ ├── model.py │ ├── models.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py ├── UNET_EM_DATASET_FULL_PRECISION │ ├── config.py │ ├── config.yaml │ ├── data.py │ ├── datasets.py │ ├── em_unet.py │ ├── filters.py │ ├── layers.py │ ├── layover.py │ ├── losses.py │ ├── metrics.py │ ├── model.py │ ├── model_visualizer.py │ ├── models.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py ├── UNET_EM_DATASET_TERNARY │ ├── config.py │ ├── config.yaml │ ├── data.py │ ├── datasets.py │ ├── em_unet.py │ ├── filters.py │ ├── layers.py │ ├── layover.py │ ├── losses.py │ ├── metrics.py │ ├── model.py │ ├── models.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py ├── UNET_EM_DATASET_a4_0_w0_2 │ ├── UNET_EM_DATASET_a6_0_w0_2 │ │ ├── config.py │ │ ├── config.yaml │ │ ├── data.py │ │ ├── datasets.py │ │ ├── em_unet.py │ │ ├── filters.py │ │ ├── layers.py │ │ ├── layover.py │ │ ├── losses.py │ │ ├── metrics.py │ │ ├── model.py │ │ ├── models.py │ │ ├── quantize.py │ │ ├── transforms.py │ │ └── utility.py │ ├── config.py │ ├── config.yaml │ ├── data.py │ ├── datasets.py │ ├── em_unet.py │ ├── filters.py │ ├── layers.py │ ├── layover.py │ ├── losses.py │ ├── metrics.py │ ├── model.py │ ├── models.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py ├── UNET_EM_DATASET_a6_0_w0_4 │ ├── config.py │ ├── config.yaml │ ├── data.py │ ├── datasets.py │ ├── em_unet.py │ ├── filters.py │ ├── layers.py │ ├── layover.py │ ├── losses.py │ ├── metrics.py │ ├── model.py │ ├── models.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py └── UNET_EM_DATASET_a8_0_w0_8 │ ├── config.py │ ├── config.yaml │ ├── data.py │ ├── datasets.py │ ├── em_unet.py │ ├── filters.py │ ├── layers.py │ ├── layover.py │ ├── losses.py │ ├── metrics.py │ ├── model.py │ ├── models.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py ├── UNET_GM_DATASET ├── UNET_Quant_2_0_0_2 │ ├── config.py │ ├── config.yaml │ ├── data │ ├── datasets.py │ ├── filters.py │ ├── gmchallenge_unet.py │ ├── layers.py │ ├── losses.py │ ├── metrics.py │ ├── model_visualizer.py │ ├── models.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py ├── UNET_Quant_4_0_0_2 │ ├── UNET_Quant_4_0_0_4 │ │ ├── config.py │ │ ├── config.yaml │ │ ├── data │ │ ├── datasets.py │ │ ├── filters.py │ │ ├── gmchallenge_unet.py │ │ ├── layers.py │ │ ├── losses.py │ │ ├── metrics.py │ │ ├── model_visualizer.py │ │ ├── models.py │ │ ├── quantize.py │ │ ├── transforms.py │ │ └── utility.py │ ├── config.py │ ├── config.yaml │ ├── data │ ├── datasets.py │ ├── filters.py │ ├── gmchallenge_unet.py │ ├── layers.py │ ├── losses.py │ ├── metrics.py │ ├── model_visualizer.py │ ├── models.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py ├── UNET_Quant_4_0_0_2_with_drop_out │ ├── UNET_Quant_4_0_0_4 │ │ ├── config.py │ │ ├── config.yaml │ │ ├── data │ │ ├── datasets.py │ │ ├── filters.py │ │ ├── gmchallenge_unet.py │ │ ├── layers.py │ │ ├── losses.py │ │ ├── metrics.py │ │ ├── model_visualizer.py │ │ ├── models.py │ │ ├── quantize.py │ │ ├── transforms.py │ │ └── utility.py │ ├── config.py │ ├── config.yaml │ ├── data │ ├── datasets.py │ ├── filters.py │ ├── gmchallenge_unet.py │ ├── layers.py │ ├── losses.py │ ├── metrics.py │ ├── model_visualizer.py │ ├── models.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py ├── UNET_Quant_6_0_0_4 │ ├── config.py │ ├── config.yaml │ ├── data │ ├── datasets.py │ ├── filters.py │ ├── gmchallenge_unet.py │ ├── layers.py │ ├── losses.py │ ├── metrics.py │ ├── model_visualizer.py │ ├── models.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py ├── UNET_Quant_6_0_0_4_with_drop_out │ ├── config.py │ ├── config.yaml │ ├── data │ ├── datasets.py │ ├── filters.py │ ├── gmchallenge_unet.py │ ├── layers.py │ ├── losses.py │ ├── metrics.py │ ├── model_visualizer.py │ ├── models.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py ├── UNET_Quant_8_0_0_8 │ ├── UNET_Quant_8_0_0_8 │ │ ├── config.py │ │ ├── config.yaml │ │ ├── data │ │ ├── datasets.py │ │ ├── filters.py │ │ ├── layers.py │ │ ├── losses.py │ │ ├── metrics.py │ │ ├── model_visualizer.py │ │ ├── models.py │ │ ├── quantize.py │ │ └── utility.py │ ├── config.py │ ├── config.yaml │ ├── data │ ├── datasets.py │ ├── filters.py │ ├── gmchallenge_unet.py │ ├── layers.py │ ├── losses.py │ ├── metrics.py │ ├── model_visualizer.py │ ├── models.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py ├── UNET_Quant_8_0_0_8__with_drop_out │ ├── UNET_Quant_8_0_0_8 │ │ ├── config.py │ │ ├── config.yaml │ │ ├── data │ │ ├── datasets.py │ │ ├── filters.py │ │ ├── layers.py │ │ ├── losses.py │ │ ├── metrics.py │ │ ├── model_visualizer.py │ │ ├── models.py │ │ ├── quantize.py │ │ └── utility.py │ ├── config.py │ ├── config.yaml │ ├── data │ ├── datasets.py │ ├── filters.py │ ├── gmchallenge_unet.py │ ├── layers.py │ ├── losses.py │ ├── metrics.py │ ├── model_visualizer.py │ ├── models.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py ├── UNET_Quant_8_8_8_8 │ ├── config.py │ ├── config.yaml │ ├── data │ ├── datasets.py │ ├── filters.py │ ├── gmchallenge_unet.py │ ├── layers.py │ ├── losses.py │ ├── metrics.py │ ├── model_visualizer.py │ ├── models.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py ├── UNET_Quant_8_8_8_8_with_drop_out │ ├── config.py │ ├── config.yaml │ ├── data │ ├── datasets.py │ ├── filters.py │ ├── gmchallenge_unet.py │ ├── layers.py │ ├── losses.py │ ├── metrics.py │ ├── model_visualizer.py │ ├── models.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py ├── UNET_Quant_BNN │ ├── config.py │ ├── config.yaml │ ├── data │ ├── datasets.py │ ├── filters.py │ ├── gmchallenge_unet.py │ ├── layers.py │ ├── losses.py │ ├── metrics.py │ ├── model_visualizer.py │ ├── models.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py ├── UNET_Quant_Base │ ├── README │ ├── config.py │ ├── config.yaml │ ├── data │ ├── datasets.py │ ├── filters.py │ ├── gmchallenge_unet.py │ ├── layers.py │ ├── losses.py │ ├── metrics.py │ ├── model_visualizer.py │ ├── models.py │ ├── old_layers.py │ ├── old_models.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py ├── UNET_Quant_Full_Precision │ ├── config.py │ ├── config.yaml │ ├── data │ ├── datasets.py │ ├── filters.py │ ├── gmchallenge_unet.py │ ├── layers.py │ ├── losses.py │ ├── metrics.py │ ├── model_visualizer.py │ ├── models.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py └── UNET_Quant_Ternary │ ├── config.py │ ├── config.yaml │ ├── data │ ├── datasets.py │ ├── filters.py │ ├── gmchallenge_unet.py │ ├── layers.py │ ├── losses.py │ ├── metrics.py │ ├── model_visualizer.py │ ├── models.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py ├── UNET_NIH_DATASET ├── UNET_QUANT_NIH_BASE │ ├── config.py │ ├── config.yaml │ ├── data │ ├── data.py │ ├── datasets.py │ ├── filters.py │ ├── layers.py │ ├── layover.py │ ├── losses.py │ ├── metrics.py │ ├── model_visualizer.py │ ├── models.py │ ├── nih_unet.py │ ├── nih_unet.py_mins │ ├── quantize.py │ ├── transforms.py │ └── utility.py ├── UNET_QUANT_NIH_BNN │ ├── config.py │ ├── config.yaml │ ├── data │ ├── data.py │ ├── datasets.py │ ├── filters.py │ ├── layers.py │ ├── layover.py │ ├── losses.py │ ├── metrics.py │ ├── model_visualizer.py │ ├── models.py │ ├── nih_unet.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py ├── UNET_QUANT_NIH_FULLPRECISION │ ├── config.py │ ├── config.yaml │ ├── data │ ├── data.py │ ├── datasets.py │ ├── filters.py │ ├── layers.py │ ├── layover.py │ ├── losses.py │ ├── metrics.py │ ├── model_visualizer.py │ ├── models.py │ ├── nih_unet.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py ├── UNET_QUANT_NIH_TERNARY │ ├── config.py │ ├── config.yaml │ ├── data │ ├── datasets.py │ ├── filters.py │ ├── layers.py │ ├── layover.py │ ├── losses.py │ ├── metrics.py │ ├── model_visualizer.py │ ├── models.py │ ├── nih_unet.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py ├── UNET_QUANT_NIH_a4_0_w0_2 │ ├── config.py │ ├── config.yaml │ ├── data │ ├── datasets.py │ ├── filters.py │ ├── layers.py │ ├── layover.py │ ├── losses.py │ ├── metrics.py │ ├── model_visualizer.py │ ├── models.py │ ├── nih_unet.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py ├── UNET_QUANT_NIH_a6_0_w0_4 │ ├── config.py │ ├── config.yaml │ ├── data │ ├── datasets.py │ ├── filters.py │ ├── layers.py │ ├── layover.py │ ├── losses.py │ ├── metrics.py │ ├── model_visualizer.py │ ├── models.py │ ├── nih_unet.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py ├── UNET_QUANT_NIH_a8_0_w0_8 │ ├── config.py │ ├── config.yaml │ ├── data │ ├── datasets.py │ ├── filters.py │ ├── layers.py │ ├── layover.py │ ├── losses.py │ ├── metrics.py │ ├── model_visualizer.py │ ├── models.py │ ├── nih_unet.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py └── UNET_QUANT_NIH_a8_8_w8_8 │ ├── config.py │ ├── config.yaml │ ├── data │ ├── datasets.py │ ├── filters.py │ ├── layers.py │ ├── layover.py │ ├── losses.py │ ├── metrics.py │ ├── model_visualizer.py │ ├── models.py │ ├── nih_unet.py │ ├── quantize.py │ ├── transforms.py │ └── utility.py ├── preprocessing ├── EM_Dataset │ ├── data_prep.py │ ├── preprocess.py │ └── readme.md └── NIH_dataset │ ├── data_prep.py │ ├── gene_image.py │ ├── generation.py │ ├── looping.sh │ ├── readme.md │ ├── realignement.sh │ └── transform_im.py └── scripts ├── config.py ├── get_em_result.py ├── get_gm_result.py ├── get_nih_result.py ├── layover.py ├── model_report.py ├── model_visualizer.py ├── parse_log.py ├── plot_scores.py └── utility.py /Figs/em.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hossein1387/U-Net-Fixed-Point-Quantization-for-Medical-Image-Segmentation/HEAD/Figs/em.png -------------------------------------------------------------------------------- /Figs/em_6004.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hossein1387/U-Net-Fixed-Point-Quantization-for-Medical-Image-Segmentation/HEAD/Figs/em_6004.png -------------------------------------------------------------------------------- /Figs/gm.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hossein1387/U-Net-Fixed-Point-Quantization-for-Medical-Image-Segmentation/HEAD/Figs/gm.png 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