From d8c6885a68e3ca0a45a1e882a95615c5782f3f82 Mon Sep 17 00:00:00 2001 From: Thomas Athey Date: Tue, 7 Nov 2023 11:40:48 -0500 Subject: [PATCH] soma analysis --- experiments/BrainLine/soma_analysis.ipynb | 24 +++++++++++++++-------- 1 file changed, 16 insertions(+), 8 deletions(-) diff --git a/experiments/BrainLine/soma_analysis.ipynb b/experiments/BrainLine/soma_analysis.ipynb index 852316d05..9d186851b 100644 --- a/experiments/BrainLine/soma_analysis.ipynb +++ b/experiments/BrainLine/soma_analysis.ipynb @@ -374,7 +374,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -405,14 +405,14 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "Processing Brains: 100%|██████████| 1/1 [00:03<00:00, 3.27s/it]\n" + "Processing Brains: 100%|██████████| 1/1 [00:02<00:00, 2.85s/it]" ] }, { @@ -420,17 +420,24 @@ "output_type": "stream", "text": [ "If this performance is not adequate, improve model and try again\n", - "Brain MS39 Validation: 10+ 10-\n" + "Brain MS39 Validation: 11+ 10-\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" ] }, { "data": { "text/html": [ - "
(<Figure size 576x576 with 1 Axes>, 0.7777777777777777, 0.64)\n",
+       "
(<Figure size 576x576 with 1 Axes>, 0.8421052631578948, 0.64)\n",
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" + "image/png": 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" }, "metadata": {}, "output_type": "display_data" @@ -457,7 +464,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -477,6 +484,7 @@ "area of detected object: 846\n", "area of detected object: 970\n", "Soma false positive Area: 970\n", + "Soma false negative\n", "*************File: /Users/thomasathey/Documents/mimlab/mouselight/ailey/detection_soma/brainMS39/val/3287_5958_1341_neg.h5*********\n", "*************File: /Users/thomasathey/Documents/mimlab/mouselight/ailey/detection_soma/brainMS39/val/2874_3399_2554_neg.h5*********\n", "*************File: /Users/thomasathey/Documents/mimlab/mouselight/ailey/detection_soma/brainMS39/val/2854_5774_1658_neg.h5*********\n",