From 7fd90b8686cc5d1d2fbbe91a4ec1bd60a065b89b Mon Sep 17 00:00:00 2001
From: Bosco Yung <15840328+bhky@users.noreply.github.com>
Date: Fri, 26 Jul 2024 11:39:11 +0900
Subject: [PATCH 1/2] Update signatures of save_grad_cam func
---
opennsfw2/_inspection.py | 8 ++++----
1 file changed, 4 insertions(+), 4 deletions(-)
diff --git a/opennsfw2/_inspection.py b/opennsfw2/_inspection.py
index 2fd7f17..09ff3d1 100644
--- a/opennsfw2/_inspection.py
+++ b/opennsfw2/_inspection.py
@@ -71,7 +71,7 @@ def _resize(
def save_grad_cam(
- pil_image: Image.Image,
+ image: NDUInt8Array,
heatmap: NDFloat32Array,
grad_cam_path: str,
alpha: float
@@ -92,9 +92,9 @@ def save_grad_cam(
jet_heatmap = jet_colors[scaled_heatmap]
# Superimpose the heatmap on the input image after resizing.
- jet_heatmap = _resize(jet_heatmap, pil_image.height, pil_image.width)
+ jet_heatmap = _resize(jet_heatmap, image.shape[0], image.shape[1])
- superimposed_image = jet_heatmap * alpha + np.array(pil_image)
+ superimposed_image = jet_heatmap * alpha + image
pil_superimposed_image = array_to_img(superimposed_image)
# Save the superimposed image.
@@ -112,4 +112,4 @@ def make_and_save_nsfw_grad_cam(
preprocess_image(pil_image, preprocessing), open_nsfw_model,
"activation_stage3_block2", "fc_nsfw", 1
)
- save_grad_cam(pil_image, heatmap, grad_cam_path, alpha)
+ save_grad_cam(np.array(pil_image), heatmap, grad_cam_path, alpha)
From 8ade275046976a1150332ee5ce984a58f786f12f Mon Sep 17 00:00:00 2001
From: Bosco Yung <15840328+bhky@users.noreply.github.com>
Date: Sun, 4 Aug 2024 11:10:02 +0900
Subject: [PATCH 2/2] Fix the border of the Grad-CAM images with YAHOO
preprocessing
---
opennsfw2/_inspection.py | 8 ++++++++
tests/output_grad_cam_1.jpg | Bin 97745 -> 83168 bytes
tests/output_grad_cam_2.jpg | Bin 46868 -> 37662 bytes
tests/output_grad_cam_3.jpg | Bin 144575 -> 107840 bytes
4 files changed, 8 insertions(+)
diff --git a/opennsfw2/_inspection.py b/opennsfw2/_inspection.py
index 09ff3d1..2a67df3 100644
--- a/opennsfw2/_inspection.py
+++ b/opennsfw2/_inspection.py
@@ -112,4 +112,12 @@ def make_and_save_nsfw_grad_cam(
preprocess_image(pil_image, preprocessing), open_nsfw_model,
"activation_stage3_block2", "fc_nsfw", 1
)
+ if preprocessing == Preprocessing.YAHOO:
+ border_reduction_factor = 224 / 256
+ w, h = pil_image.size
+ w_new, h_new = int(w * border_reduction_factor), int(h * border_reduction_factor)
+ left_new = (w - w_new) // 2
+ upper_new = (h - h_new) // 2
+ pil_image = pil_image.crop((left_new, upper_new, left_new + w_new, upper_new + h_new))
+
save_grad_cam(np.array(pil_image), heatmap, grad_cam_path, alpha)
diff --git a/tests/output_grad_cam_1.jpg b/tests/output_grad_cam_1.jpg
index a05d02ecd3911a56461c599b2b69f4983eb3aaea..b266dd6f0b5bebc56b09a6b23a460d6eecea77df 100644
GIT binary patch
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