From f3f090d901a35be9909cb8f9fefcc8fd70aa7d18 Mon Sep 17 00:00:00 2001 From: Neha Sharma <125634000+neha-sharma-geoai@users.noreply.github.com> Date: Fri, 28 Nov 2025 15:07:46 +0530 Subject: [PATCH] [Notebook PR] Update classification_of_sfm_derived_point_clouds_using_deep_learning.ipynb --- ...ved_point_clouds_using_deep_learning.ipynb | 1843 ++++++++++++++--- 1 file changed, 1566 insertions(+), 277 deletions(-) diff --git a/samples/04_gis_analysts_data_scientists/classification_of_sfm_derived_point_clouds_using_deep_learning.ipynb b/samples/04_gis_analysts_data_scientists/classification_of_sfm_derived_point_clouds_using_deep_learning.ipynb index c7e1a259ac..8186a996c6 100644 --- a/samples/04_gis_analysts_data_scientists/classification_of_sfm_derived_point_clouds_using_deep_learning.ipynb +++ b/samples/04_gis_analysts_data_scientists/classification_of_sfm_derived_point_clouds_using_deep_learning.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Classification of SfM-derived point clouds using deep learning" + "# [Classification of SfM-derived point clouds using deep learning](#toc0_)" ] }, { @@ -27,15 +27,32 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "


| epoch | \n", + "train_loss | \n", + "valid_loss | \n", + "accuracy | \n", + "precision | \n", + "recall | \n", + "f1 | \n", + "time | \n", + "
|---|---|---|---|---|---|---|---|
| 0 | \n", + "0.011713 | \n", + "0.159786 | \n", + "0.965640 | \n", + "0.775429 | \n", + "0.579709 | \n", + "0.597182 | \n", + "31:45 | \n", + "
| 1 | \n", + "0.004081 | \n", + "0.267743 | \n", + "0.970054 | \n", + "0.861797 | \n", + "0.680228 | \n", + "0.704978 | \n", + "31:35 | \n", + "
| 2 | \n", + "0.003258 | \n", + "0.185177 | \n", + "0.971201 | \n", + "0.926257 | \n", + "0.710056 | \n", + "0.740527 | \n", + "31:40 | \n", + "
| 3 | \n", + "0.003113 | \n", + "0.135830 | \n", + "0.974185 | \n", + "0.946175 | \n", + "0.743688 | \n", + "0.786724 | \n", + "31:45 | \n", + "
| 4 | \n", + "0.002662 | \n", + "0.124728 | \n", + "0.970974 | \n", + "0.934491 | \n", + "0.708597 | \n", + "0.742624 | \n", + "31:36 | \n", + "
| 5 | \n", + "0.002697 | \n", + "0.273754 | \n", + "0.962748 | \n", + "0.802649 | \n", + "0.654360 | \n", + "0.646643 | \n", + "31:44 | \n", + "
| 6 | \n", + "0.002660 | \n", + "0.203751 | \n", + "0.966357 | \n", + "0.907717 | \n", + "0.674932 | \n", + "0.692295 | \n", + "31:36 | \n", + "
| 7 | \n", + "0.002512 | \n", + "0.125969 | \n", + "0.969871 | \n", + "0.918401 | \n", + "0.707353 | \n", + "0.735543 | \n", + "31:26 | \n", + "
| 8 | \n", + "0.002514 | \n", + "0.057360 | \n", + "0.984439 | \n", + "0.902549 | \n", + "0.811355 | \n", + "0.840801 | \n", + "31:37 | \n", + "
| 9 | \n", + "0.004375 | \n", + "0.087371 | \n", + "0.979238 | \n", + "0.889398 | \n", + "0.761532 | \n", + "0.795978 | \n", + "31:36 | \n", + "

| epoch | \n", - "train_loss | \n", - "valid_loss | \n", - "accuracy | \n", - "precision | \n", - "recall | \n", - "f1 | \n", - "time | \n", + "|||
|---|---|---|---|---|---|---|---|---|---|---|
| \n", + " | background | \n", + "car | \n", "||||||||
| 0 | \n", - "0.036672 | \n", - "0.039147 | \n", - "0.983295 | \n", - "0.869097 | \n", - "0.788823 | \n", - "0.811299 | \n", - "54:08 | \n", - "|||
| 1 | \n", - "0.035641 | \n", - "0.036635 | \n", - "0.985743 | \n", - "0.877212 | \n", - "0.811648 | \n", - "0.832864 | \n", - "53:52 | \n", - "|||
| 2 | \n", - "0.035747 | \n", - "0.036269 | \n", - "0.985590 | \n", - "0.863960 | \n", - "0.799648 | \n", - "0.820435 | \n", - "54:08 | \n", - "|||
| 3 | \n", - "0.035532 | \n", - "0.036443 | \n", - "0.985335 | \n", - "0.852369 | \n", - "0.794295 | \n", - "0.813295 | \n", - "53:56 | \n", - "|||
| 4 | \n", - "0.035454 | \n", - "0.037829 | \n", - "0.984680 | \n", - "0.859983 | \n", - "0.794513 | \n", - "0.813838 | \n", - "54:05 | \n", + "precision | \n", + "0.986170 | \n", + "0.917072 | \n", "
| 5 | \n", - "0.034591 | \n", - "0.040312 | \n", - "0.982558 | \n", - "0.866561 | \n", - "0.789968 | \n", - "0.811450 | \n", - "53:44 | \n", + "recall | \n", + "0.997749 | \n", + "0.640166 | \n", "
| 6 | \n", - "0.033419 | \n", - "0.040615 | \n", - "0.982502 | \n", - "0.862325 | \n", - "0.788621 | \n", - "0.810044 | \n", - "54:26 | \n", + "f1_score | \n", + "0.991926 | \n", + "0.754000 | \n", "
\n", - "\n", - "

\n",
+ " \n",
+ "