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Define score threshold as input parameter #5

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merged 4 commits into from
Jan 23, 2023
Merged

Define score threshold as input parameter #5

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76dd153
Define score threshold as input parameter
cleherny Nov 18, 2022
6c2eea3
Correct the score threshold setting position in script
cleherny Dec 15, 2022
cba6def
Rename score_thd -> score_lower_threshold
acerioni Jan 23, 2023
2297d2e
Disable debug mode
acerioni Jan 23, 2023
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3 changes: 2 additions & 1 deletion examples/swimming-pool-detection/GE/config_GE.yaml
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Original file line number Diff line number Diff line change
Expand Up @@ -57,7 +57,8 @@ make_predictions.py:
detectron2_config_file: '../detectron2_config_GE.yaml' # path relative to the working_folder
model_weights:
pth_file: 'logs/model_final.pth'

score_lower_threshold: 0.05

assess_predictions.py:
datasets:
ground_truth_labels_geojson: output_GE/ground_truth_labels.geojson
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14 changes: 8 additions & 6 deletions scripts/make_predictions.py
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Expand Up @@ -66,7 +66,8 @@
WORKING_DIR = cfg['working_folder']
SAMPLE_TAGGED_IMG_SUBDIR = cfg['sample_tagged_img_subfolder']
LOG_SUBDIR = cfg['log_subfolder']


SCORE_LOWER_THR = cfg['score_lower_threshold']

os.chdir(WORKING_DIR)
# let's make the output directories in case they don't exist
Expand All @@ -89,14 +90,15 @@
cfg.OUTPUT_DIR = LOG_SUBDIR

cfg.MODEL.WEIGHTS = MODEL_PTH_FILE
predictor = DefaultPredictor(cfg)

# ---- make predictions
threshold = 0.05

# set the testing threshold for this model
threshold = SCORE_LOWER_THR
threshold_str = str( round(threshold, 2) ).replace('.', 'dot')
cfg.MODEL.ROI_HEADS.SCORE_THRESH_TEST = threshold

cfg.MODEL.ROI_HEADS.SCORE_THRESH_TEST = threshold # set the testing threshold for this model
predictor = DefaultPredictor(cfg)

# ---- make predictions
for dataset in COCO_FILES_DICT.keys():

predictions = {}
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