diff --git a/sci-ml/torchvision/files/torchvision-0.24.0-ffmpeg8.patch b/sci-ml/torchvision/files/torchvision-0.24.0-ffmpeg8.patch
new file mode 100644
index 000000000000..f76daeadb153
--- /dev/null
+++ b/sci-ml/torchvision/files/torchvision-0.24.0-ffmpeg8.patch
@@ -0,0 +1,14 @@
+--- a/torchvision/csrc/io/decoder/video_stream.cpp	2025-11-09 08:27:33.348292544 +0100
++++ b/torchvision/csrc/io/decoder/video_stream.cpp	2025-11-09 08:37:41.401470709 +0100
+@@ -122,7 +122,11 @@
+ void VideoStream::setHeader(DecoderHeader* header, bool flush) {
+   Stream::setHeader(header, flush);
+   if (!flush) { // no frames for video flush
++#if LIBAVUTIL_VERSION_INT >= AV_VERSION_INT(58,7,100)
++    header->keyFrame = frame_->flags & AV_FRAME_FLAG_KEY;
++#else
+     header->keyFrame = frame_->key_frame;
++#endif
+     header->fps = av_q2d(av_guess_frame_rate(
+         inputCtx_, inputCtx_->streams[format_.stream], nullptr));
+   }
diff --git a/sci-ml/torchvision/torchvision-0.24.0.ebuild b/sci-ml/torchvision/torchvision-0.23.0-r1.ebuild
similarity index 92%
rename from sci-ml/torchvision/torchvision-0.24.0.ebuild
rename to sci-ml/torchvision/torchvision-0.23.0-r1.ebuild
index f78e7a86fe5c..dfebd8855d15 100644
--- a/sci-ml/torchvision/torchvision-0.24.0.ebuild
+++ b/sci-ml/torchvision/torchvision-0.23.0-r1.ebuild
@@ -27,13 +27,15 @@ REQUIRED_USE="
 "
 
 RDEPEND="
-	dev-python/numpy
-	dev-python/pillow
+	$(python_gen_cond_dep '
+		dev-python/numpy[${PYTHON_USEDEP}]
+		dev-python/pillow[${PYTHON_USEDEP}]
+	')
 	jpeg? ( media-libs/libjpeg-turbo:= )
 	png? ( media-libs/libpng:= )
 	webp? ( media-libs/libwebp )
 	ffmpeg? ( media-video/ffmpeg )
-	sci-ml/caffe2[cuda?,rocm?]
+	sci-ml/caffe2[cuda?,rocm?,${PYTHON_SINGLE_USEDEP}]
 	sci-ml/pytorch[${PYTHON_SINGLE_USEDEP}]
 "
 
@@ -48,6 +50,8 @@ BDEPEND="
 
 distutils_enable_tests pytest
 
+PATCHES=( "${FILESDIR}"/${PN}-0.24.0-ffmpeg8.patch )
+
 src_prepare() {
 	# multilib fixes
 	sed "s/ffmpeg_root, \"lib\"/ffmpeg_root, \"$(get_libdir)\"/" \
@@ -84,7 +88,7 @@ python_compile() {
 }
 
 python_test() {
-	rm -rf torchvision || die
+	rm -r torchvision || die
 
 	local EPYTEST_IGNORE=(
 		test/test_videoapi.py
diff --git a/sci-ml/torchvision/torchvision-0.23.0.ebuild b/sci-ml/torchvision/torchvision-0.24.0-r1.ebuild
similarity index 92%
rename from sci-ml/torchvision/torchvision-0.23.0.ebuild
rename to sci-ml/torchvision/torchvision-0.24.0-r1.ebuild
index f78e7a86fe5c..cee8d4bfed4c 100644
--- a/sci-ml/torchvision/torchvision-0.23.0.ebuild
+++ b/sci-ml/torchvision/torchvision-0.24.0-r1.ebuild
@@ -27,13 +27,15 @@ REQUIRED_USE="
 "
 
 RDEPEND="
-	dev-python/numpy
-	dev-python/pillow
+	$(python_gen_cond_dep '
+		dev-python/numpy[${PYTHON_USEDEP}]
+		dev-python/pillow[${PYTHON_USEDEP}]
+	')
 	jpeg? ( media-libs/libjpeg-turbo:= )
 	png? ( media-libs/libpng:= )
 	webp? ( media-libs/libwebp )
 	ffmpeg? ( media-video/ffmpeg )
-	sci-ml/caffe2[cuda?,rocm?]
+	sci-ml/caffe2[cuda?,rocm?,${PYTHON_SINGLE_USEDEP}]
 	sci-ml/pytorch[${PYTHON_SINGLE_USEDEP}]
 "
 
@@ -48,6 +50,8 @@ BDEPEND="
 
 distutils_enable_tests pytest
 
+PATCHES=( "${FILESDIR}"/${P}-ffmpeg8.patch )
+
 src_prepare() {
 	# multilib fixes
 	sed "s/ffmpeg_root, \"lib\"/ffmpeg_root, \"$(get_libdir)\"/" \
@@ -84,7 +88,7 @@ python_compile() {
 }
 
 python_test() {
-	rm -rf torchvision || die
+	rm -r torchvision || die
 
 	local EPYTEST_IGNORE=(
 		test/test_videoapi.py