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29 commits

Author SHA1 Message Date
Olivier Crête
87ec3bd399 ssdobjectdetector: Add size threshold to drop too big detections 
There is a known "failure" mode where the SSD detector finds an object
which is the whole frame. So skip objects which are "too big" to avoid
this.

Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/6810>
 2024-05-17 23:35:29 +00:00
Daniel Morin
8afc305fe2 onnx: fix, update tensor producer and consumers 
- Propagate GstTensor.type becoming to GstTensor.data_type to tensor producer
  (onnx) and consumer (TensorDecoder)

Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/6061>
 2024-02-05 22:27:59 -05:00
Olivier Crête
3325a10f57 onnx: Port SSD detector to C 
Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/6001>
 2024-02-02 18:47:52 -05:00
Olivier Crête
5e1291fd86 onnx: Only read labels file one and use GIO 
Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/6001>
 2024-02-02 18:43:22 -05:00
Olivier Crête
13de5160be onnx: Add more tensor data types 
Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/6001>
 2024-02-02 18:43:21 -05:00
Olivier Crête
e3d8168a5a onnx: Remove unecessary gst_tensor_meta_get_all_from_buffer 
Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/6001>
 2024-02-02 18:43:21 -05:00
Olivier Crête
2034f776bb onnx: Merge tensor into tensor meta file 
Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/6001>
 2024-02-02 18:43:21 -05:00
Olivier Crête
b1ac114ca5 onnxinference: Return caps based on model preference when possible 
This should enable zero-copy when the model has the right type

Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/5885>
 2024-01-13 22:29:41 +00:00
Olivier Crête
83c2d30438 onnx: Use the element pointer for debug message 
Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/5885>
 2024-01-13 22:29:41 +00:00
Olivier Crête
54b361c554 onnx: Extract data type from the model itself 
Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/5885>
 2024-01-13 22:29:41 +00:00
Olivier Crête
6482514737 onnxinference: Fix leak of the output tensors 
Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/5884>
 2024-01-04 19:11:20 +00:00
Olivier Crête
06d477a89d onnx: Fix leak in ssdobjectdetector decoder 
Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/5884>
 2024-01-04 19:11:20 +00:00
Olivier Crête
e19428a802 onnx: Update build instructions to use onnx-runtime 0.16.3 
This synchronizes it with the meson.build file

Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/5861>
 2023-12-22 14:43:23 -05:00
Aaron Boxer
e2ee207367 onnx: add README outlining install and test instructions 
Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/5816>
 2023-12-20 14:48:41 -05:00
Daniel Morin
81051c16b6 onnx: replace video-region-of-interest with analytics-meta 
- Use analytics-meta/OD to transport object detection results

Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/5767>
 2023-12-06 18:25:16 +00:00
Daniel Morin
d3ebaa316d onnx: avoid leak on failure and cleanup 
- Unmap buffer on Ort exception
- Avoid retrieving unused videometa

Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/5761>
 2023-12-05 16:54:45 +00:00
Daniel Morin
15e5866e51 onnx: add offset and scale properties 
- Offset each datapoint by the value set on offset property.
- Scale each datapoint by the value set on scale property.

Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/5761>
 2023-12-05 16:54:45 +00:00
Daniel Morin
3793619a02 onnx: fix tensor id loading 
- Fix quark genaration. String loaded from the model/file are not static.

Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/5761>
 2023-12-05 16:54:45 +00:00
Daniel Morin
48e3836482 onnx: Add support for float datatype 
This is a bit of a hack solution has I think the correct solution is to
expose model caps on sinkpad (eventually sinkpads). Till then I think
this is reasonable.

- Add a property to onnxinference to set datatype.
- Fix internal buffer allocation size based on datatype.
- Extract method to remove alphe channel and convert to planar image
  when requested. Also template the method to support writing to buffers
  of different datatype.

Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/5761>
 2023-12-05 16:54:45 +00:00
Olivier Crête
d0b587eb15 onnx: Remove enums file 
Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/4916>
 2023-10-20 00:33:29 +00:00
Olivier Crête
a225755489 onnx: Remove unnecessary tensorid class 
Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/4916>
 2023-10-20 00:33:29 +00:00
Olivier Crête
62f292ac73 onnx: Update to build against 1.16.1 
Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/4916>
 2023-10-20 00:33:29 +00:00
Aaron Boxer
1ff585233a onnx: add gstonnxinference element 
This element refactors functionality from gstonnxinference element,
namely separating out the ONNX inference from the subsequent analysis.

The new element runs an ONNX model on each video frame, and then
attaches a TensorMeta meta with the output tensor data. This tensor data
will then be consumed by downstream elements such as gstobjectdetector.

At the moment, a provisional TensorMeta is used just in the ONNX
plugin, but in future this will upgraded to a GStreamer API for other
plugins to consume.

Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/4916>
 2023-10-20 00:33:29 +00:00
Aaron Boxer
e624e7c695 onnxobjectdetector: gracefully handle Ort exceptions rather than dumping core 
Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/4765>
 2023-06-05 17:47:58 +00:00
Ruben Gonzalez
7d9747490b onnx: Fix typo in documented pipeline 
Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/4552>
 2023-05-05 13:16:42 +02:00
Daniel Morin
855f84c558 onnx: Update to OnnxRT >= 1.13.1 API 
- Replace deprecated methods
- Add a check on ORT version we are compatible with.
- Add clarification to the example given.
- Add the url to retrieve the model mentioned in the example.

Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/3388>
 2022-11-22 22:36:34 +00:00
Thibault Saunier
6a4425e46a meson: Call pkgconfig.generate in the loop where we declare plugins dependencies 
Removing some copy pasted code

Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/2970>
 2022-09-01 21:17:35 +00:00
Tim-Philipp Müller
f1bb2c76c6 meson: update for dep.get_pkgconfig_variable() deprecation 
... in favour of dep.get_variable('foo', ..) which in some
cases allows for further cleanups in future since we can
extract variables from pkg-config dependencies as well as
internal dependencies using this mechanism.

Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/1183>
 2021-10-20 11:20:44 +00:00
Thibault Saunier
019971a3c7 Move files from gst-plugins-bad into the "subprojects/gst-plugins-bad/" subdir 2021-09-24 16:14:36 -03:00