File size: 5,295 Bytes
7c49718 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 | {
"model_family": "resnet34_unet",
"segformer_variant": null,
"final_valid_loss": 0.574979,
"final_valid_jaccard": 0.829596,
"final_valid_dice": 0.901063,
"final_valid_water_iou": 0.69669,
"final_valid_precision": 0.766109,
"final_valid_recall": 0.884908,
"used_tiled_validation": false,
"best_model_path": "/pscratch/sd/r/rohit9/S1ML/training_runs/paper_labelclass_v1/openwater/runs/58321212/width_k16_seed42/models/s1aef_bottleneck_resnet34_best.pth",
"history_csv": "/pscratch/sd/r/rohit9/S1ML/training_runs/paper_labelclass_v1/openwater/runs/58321212/width_k16_seed42/s1aef_bottleneck_resnet34_history.csv",
"threshold_sweep_csv": "/pscratch/sd/r/rohit9/S1ML/training_runs/paper_labelclass_v1/openwater/runs/58321212/width_k16_seed42/s1aef_bottleneck_resnet34_threshold_sweep.csv",
"tile_metrics_csv": "/pscratch/sd/r/rohit9/S1ML/training_runs/paper_labelclass_v1/openwater/runs/58321212/width_k16_seed42/s1aef_bottleneck_resnet34_tile_metrics.csv",
"worst_tiles_csv": "/pscratch/sd/r/rohit9/S1ML/training_runs/paper_labelclass_v1/openwater/runs/58321212/width_k16_seed42/s1aef_bottleneck_resnet34_worst_tiles.csv",
"loss": "ce_dice",
"selection_metric": "water_iou",
"tuning_strategy": "staged",
"force_tiled_validation": false,
"split_seed": 42,
"split_mode": "fixed_manifest",
"train_subset_seed": 42,
"max_train_records": null,
"train_records_used": 4222,
"valid_records_used": 1056,
"bottleneck_proj_shape": "64->16",
"plain_best_threshold": 0.5,
"plain_best_water_iou": 0.69669,
"plain_best_dice": 0.901063,
"plain_best_precision": 0.766109,
"plain_best_recall": 0.884908,
"tta_best_threshold": 0.5,
"tta_best_water_iou": 0.697666,
"tta_best_dice": 0.901441,
"tta_best_precision": 0.766906,
"tta_best_recall": 0.885419,
"best_eval_mode": "tta",
"best_eval_threshold": 0.5,
"best_eval_water_iou": 0.697666,
"best_eval_dice": 0.901441,
"best_eval_precision": 0.766906,
"best_eval_recall": 0.885419,
"worst_tile_examples": [
{
"tile_name": "S1_20170306_31267500114.tif",
"water_iou": 0.0,
"precision": 0.0,
"recall": 0.0
},
{
"tile_name": "S1_20201010_32241000591.tif",
"water_iou": 0.0,
"precision": 0.0,
"recall": 0.0
},
{
"tile_name": "S1_20201013_17300000924.tif",
"water_iou": 0.0,
"precision": 0.0,
"recall": 0.0
},
{
"tile_name": "S1_20201013_35301205876.tif",
"water_iou": 0.0,
"precision": 0.0,
"recall": 0.0
},
{
"tile_name": "S1_20201016_12480000031.tif",
"water_iou": 0.0,
"precision": 0.0,
"recall": 0.0
},
{
"tile_name": "S1_20201016_34224900421.tif",
"water_iou": 0.0,
"precision": 0.0,
"recall": 0.0
},
{
"tile_name": "S1_20201016_81390500081.tif",
"water_iou": 0.0,
"precision": 0.0,
"recall": 0.0
},
{
"tile_name": "S1_20201019_56310000565.tif",
"water_iou": 0.0,
"precision": 0.0,
"recall": 0.0
},
{
"tile_name": "S1_20201019_64245100231.tif",
"water_iou": 0.0,
"precision": 0.0,
"recall": 0.0
},
{
"tile_name": "S1_20201022_81296000241.tif",
"water_iou": 0.0,
"precision": 0.0,
"recall": 0.0
},
{
"tile_name": "S1_20201025_26170900686.tif",
"water_iou": 0.0,
"precision": 0.0,
"recall": 0.0
},
{
"tile_name": "S1_20201025_35122200061.tif",
"water_iou": 0.0,
"precision": 0.0,
"recall": 0.0
},
{
"tile_name": "S1_20201025_35185500353.tif",
"water_iou": 0.0,
"precision": 0.0,
"recall": 0.0
},
{
"tile_name": "S1_20201028_32100600441.tif",
"water_iou": 0.0,
"precision": 0.0,
"recall": 0.0
},
{
"tile_name": "S1_20201028_42410100024.tif",
"water_iou": 0.0,
"precision": 0.0,
"recall": 0.0
},
{
"tile_name": "S1_20201028_42410100054.tif",
"water_iou": 0.0,
"precision": 0.0,
"recall": 0.0
},
{
"tile_name": "S1_20201028_71321000061.tif",
"water_iou": 0.0,
"precision": 0.0,
"recall": 0.0
},
{
"tile_name": "S1_20201028_81220100181.tif",
"water_iou": 0.0,
"precision": 0.0,
"recall": 0.0
},
{
"tile_name": "S1_20201028_83270400671.tif",
"water_iou": 0.0,
"precision": 0.0,
"recall": 0.0
},
{
"tile_name": "S1_20201102_72262300111.tif",
"water_iou": 0.0,
"precision": 0.0,
"recall": 0.0
},
{
"tile_name": "S1_20201103_82254900171.tif",
"water_iou": 0.0,
"precision": 0.0,
"recall": 0.0
},
{
"tile_name": "S1_20201103_83188000411.tif",
"water_iou": 0.0,
"precision": 0.0,
"recall": 0.0
},
{
"tile_name": "S1_20201106_78390400561.tif",
"water_iou": 0.0,
"precision": 0.0,
"recall": 0.0
},
{
"tile_name": "S1_20201109_71187000071.tif",
"water_iou": 0.0,
"precision": 0.0,
"recall": 0.0
},
{
"tile_name": "S1_20201109_83270800301.tif",
"water_iou": 0.0,
"precision": 0.0,
"recall": 0.0
}
]
} |