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feat(tensorrt yolox): inference and publish mask image from yolox model with semantic segmentation header #5553

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badai-nguyen
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@badai-nguyen badai-nguyen commented Nov 10, 2023

Description

This PR is to add semantic segmentation mask output topic to solve the issue #5594

Related links

TIER IV INTERNAL LINK

Related PR #5562

Tests performed

  • Test tensorrt_yolox output on internal rosbag:
    ros2 launch tensorrt_yolox yolox_s_plus_opt.launch.xml
    Screencast from 2024年05月30日 09時02分23秒.webm

  • Note that, adding semantic segmentation header causes increasing processing_time

    • Tested reults on Embedded Robotic Controller Powered by NVIDIA® Jetson AGX Xavier ™ Module RQX-58G with preprocess_on_gpu: true:
    • OS version:
    • cat /etc/nv_tegra_release
    • -> R32 (release), REVISION: 6.1, GCID: 27863751, BOARD: t186ref, EABI: aarch64, DATE: Mon Jul 26 19:36:31 UTC 2021
ros2 launch tensorrt_yolox yolox_s_plus_opt.launch.xml model_name:=yolox-sPlus-T4-960x960-pseudo-finetune ros2 launch tensorrt_yolox yolox_s_plus_opt.launch.xml model_name:=yolox-sPlus-opt-pseudoV2-T4-960x960-T4-seg16cls
Average 18.9983671
STD 0.3530808684
Average 51.28096922
STD :0.6388894661
image image

Notes for reviewers

Interface changes

Effects on system behavior

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@github-actions github-actions bot added component:perception Advanced sensor data processing and environment understanding. (auto-assigned) component:common Common packages from the autoware-common repository. (auto-assigned) labels Nov 10, 2023
@badai-nguyen badai-nguyen force-pushed the feat/tensorrt_yolox/add_semantic_segmentation branch 3 times, most recently from 16e5aa1 to e301a20 Compare November 20, 2023 12:49
@badai-nguyen badai-nguyen force-pushed the feat/tensorrt_yolox/add_semantic_segmentation branch from e301a20 to 8b787e3 Compare November 21, 2023 00:37
@github-actions github-actions bot added the type:documentation Creating or refining documentation. (auto-assigned) label Nov 21, 2023
@badai-nguyen badai-nguyen added the tag:deploy-docs Mark for deploy-docs action generation. (used-by-ci) label Nov 21, 2023
@badai-nguyen badai-nguyen marked this pull request as ready for review November 21, 2023 02:36
@badai-nguyen
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Since @dan-dnn is still working on update the model so I convert this to draft and reopen when the new version of yolox is ready.

@badai-nguyen badai-nguyen marked this pull request as draft December 8, 2023 02:08
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stale bot commented Feb 6, 2024

This pull request has been automatically marked as stale because it has not had recent activity.

@stale stale bot added the status:stale Inactive or outdated issues. (auto-assigned) label Feb 6, 2024
@badai-nguyen
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Since the utilized model is reconsidered so I close this for now and reopen it after the model is fixed.

badai-nguyen and others added 6 commits May 22, 2024 19:24
Signed-off-by: badai-nguyen <[email protected]>

fix: add multitask for segment

Signed-off-by: badai-nguyen <[email protected]>
Signed-off-by: badai-nguyen <[email protected]>
Signed-off-by: badai-nguyen <[email protected]>
Signed-off-by: badai-nguyen <[email protected]>
Signed-off-by: Manato HIRABAYASHI <[email protected]>
@manato
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manato commented Jun 21, 2024

@badai-nguyen
Thank you very much for your contribution. And I'm sorry for the delay in the review of this PR.
Overall, it looks good to me, but I added some suggestions to reduce unnecessary Device to Host memory copy. I'd appreciate it if you could consider them. Thank you!

@dan-dnn
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dan-dnn commented Jun 21, 2024

@badai-nguyen
Thank you for your contribution.
I apologize for the delay in reviewing this PR.

Overall, I think it looks good, butI have one suggestion regarding performance.
From the perspective of data transfer speed, it is better to publish the mask data before resizing and let the subscriber resize it.

Also, could you please add the following repository related to trt-YOLOXP in the README?

@badai-nguyen
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@badai-nguyen Thank you very much for your contribution. And I'm sorry for the delay in the review of this PR. Overall, it looks good to me, but I added some suggestions to reduce unnecessary Device to Host memory copy. I'd appreciate it if you could consider them. Thank you!

@manato Thank you for your suggestion, I followed all of them.

@badai-nguyen
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badai-nguyen commented Jun 24, 2024

@badai-nguyen Thank you for your contribution. I apologize for the delay in reviewing this PR.

Overall, I think it looks good, butI have one suggestion regarding performance. From the perspective of data transfer speed, it is better to publish the mask data before resizing and let the subscriber resize it.

Also, could you please add the following repository related to trt-YOLOXP in the README?

@dan-dnn

Could you review this again?

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codecov bot commented Jun 24, 2024

Codecov Report

Attention: Patch coverage is 0% with 204 lines in your changes missing coverage. Please review.

Project coverage is 1.89%. Comparing base (507e3f4) to head (a15ac04).
Report is 109 commits behind head on main.

Files Patch % Lines
perception/tensorrt_yolox/src/tensorrt_yolox.cpp 0.00% 139 Missing ⚠️
...ception/tensorrt_yolox/src/tensorrt_yolox_node.cpp 0.00% 57 Missing ⚠️
...lox/include/tensorrt_yolox/tensorrt_yolox_node.hpp 0.00% 5 Missing ⚠️
...rt_yolox/include/tensorrt_yolox/tensorrt_yolox.hpp 0.00% 2 Missing ⚠️
...rt_yolox/src/yolox_single_image_inference_node.cpp 0.00% 1 Missing ⚠️
Additional details and impacted files
@@            Coverage Diff             @@
##             main   #5553       +/-   ##
==========================================
- Coverage   14.84%   1.89%   -12.96%     
==========================================
  Files        1999     230     -1769     
  Lines      139163   14120   -125043     
  Branches    43716    2209    -41507     
==========================================
- Hits        20661     267    -20394     
+ Misses      95731   13797    -81934     
+ Partials    22771      56    -22715     
Flag Coverage Δ
differential 1.89% <0.00%> (?)
total ?

☔ View full report in Codecov by Sentry.
📢 Have feedback on the report? Share it here.

@dan-dnn
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dan-dnn commented Jun 24, 2024

@badai-nguyen

Thank you for the update.
It looks good for me.

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@badai-nguyen
Thank you very much for your consideration. LGMT!

@badai-nguyen badai-nguyen merged commit 2ca276f into autowarefoundation:main Jun 24, 2024
27 of 30 checks passed
simon-eisenmann-driveblocks pushed a commit to simon-eisenmann-driveblocks/autoware.universe that referenced this pull request Jun 26, 2024
…el with semantic segmentation header (autowarefoundation#5553)

* add segmentation model

Signed-off-by: badai-nguyen <[email protected]>

fix: add multitask for segment

Signed-off-by: badai-nguyen <[email protected]>

* fix: publish mask

Signed-off-by: badai-nguyen <[email protected]>

* feat: publish colorized mask

Signed-off-by: badai-nguyen <[email protected]>

* fix: resize yolox mask

Signed-off-by: badai-nguyen <[email protected]>

* fix: add memory allocate operations

Signed-off-by: Manato HIRABAYASHI <[email protected]>

* refactor: remove underscore for a local variable

Signed-off-by: Manato HIRABAYASHI <[email protected]>

* chore: add condition to check the number of subscriber for newly added topics

Signed-off-by: Manato HIRABAYASHI <[email protected]>

* chore: pre-commit

Signed-off-by: badai-nguyen <[email protected]>

* fix: add roi overlapping segment

Signed-off-by: badai-nguyen <[email protected]>

* fix: roi overlay segment

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* Update perception/tensorrt_yolox/src/tensorrt_yolox.cpp

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* Update perception/tensorrt_yolox/src/tensorrt_yolox.cpp

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* Update perception/tensorrt_yolox/src/tensorrt_yolox.cpp

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tby-udel pushed a commit to tby-udel/autoware.universe that referenced this pull request Jul 14, 2024
…el with semantic segmentation header (autowarefoundation#5553)

* add segmentation model

Signed-off-by: badai-nguyen <[email protected]>

fix: add multitask for segment

Signed-off-by: badai-nguyen <[email protected]>

* fix: publish mask

Signed-off-by: badai-nguyen <[email protected]>

* feat: publish colorized mask

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* fix: add memory allocate operations

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* refactor: remove underscore for a local variable

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* chore: add condition to check the number of subscriber for newly added topics

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* chore: pre-commit

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* Update perception/tensorrt_yolox/src/tensorrt_yolox.cpp

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* Update perception/tensorrt_yolox/src/tensorrt_yolox.cpp

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badai-nguyen added a commit to tier4/autoware.universe that referenced this pull request Jul 17, 2024
…el with semantic segmentation header (autowarefoundation#5553)

* add segmentation model

Signed-off-by: badai-nguyen <[email protected]>

fix: add multitask for segment

Signed-off-by: badai-nguyen <[email protected]>

* fix: publish mask

Signed-off-by: badai-nguyen <[email protected]>

* feat: publish colorized mask

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* fix: resize yolox mask

Signed-off-by: badai-nguyen <[email protected]>

* fix: add memory allocate operations

Signed-off-by: Manato HIRABAYASHI <[email protected]>

* refactor: remove underscore for a local variable

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* chore: add condition to check the number of subscriber for newly added topics

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* chore: pre-commit

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* fix: add roi overlapping segment

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* fix: roi overlay segment

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* refactor: unpublish mask for single task

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* Update perception/tensorrt_yolox/src/tensorrt_yolox.cpp

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* Update perception/tensorrt_yolox/src/tensorrt_yolox.cpp

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KhalilSelyan pushed a commit that referenced this pull request Jul 22, 2024
…el with semantic segmentation header (#5553)

* add segmentation model

Signed-off-by: badai-nguyen <[email protected]>

fix: add multitask for segment

Signed-off-by: badai-nguyen <[email protected]>

* fix: publish mask

Signed-off-by: badai-nguyen <[email protected]>

* feat: publish colorized mask

Signed-off-by: badai-nguyen <[email protected]>

* fix: resize yolox mask

Signed-off-by: badai-nguyen <[email protected]>

* fix: add memory allocate operations

Signed-off-by: Manato HIRABAYASHI <[email protected]>

* refactor: remove underscore for a local variable

Signed-off-by: Manato HIRABAYASHI <[email protected]>

* chore: add condition to check the number of subscriber for newly added topics

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* chore: pre-commit

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* fix: add roi overlapping segment

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* chore: rename debug topics

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* refactor: unpublish mask for single task

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* Update perception/tensorrt_yolox/src/tensorrt_yolox.cpp

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* Update perception/tensorrt_yolox/src/tensorrt_yolox.cpp

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* Update perception/tensorrt_yolox/src/tensorrt_yolox.cpp

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* style(pre-commit): autofix

* docs: update reamde

Signed-off-by: badai-nguyen <[email protected]>

* style(pre-commit): autofix

* fix: skip mask size as yolox output

Signed-off-by: badai-nguyen <[email protected]>

---------

Signed-off-by: badai-nguyen <[email protected]>
Signed-off-by: Manato HIRABAYASHI <[email protected]>
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badai-nguyen added a commit to tier4/autoware.universe that referenced this pull request Aug 1, 2024
…el with semantic segmentation header (autowarefoundation#5553)

* add segmentation model

Signed-off-by: badai-nguyen <[email protected]>

fix: add multitask for segment

Signed-off-by: badai-nguyen <[email protected]>

* fix: publish mask

Signed-off-by: badai-nguyen <[email protected]>

* feat: publish colorized mask

Signed-off-by: badai-nguyen <[email protected]>

* fix: resize yolox mask

Signed-off-by: badai-nguyen <[email protected]>

* fix: add memory allocate operations

Signed-off-by: Manato HIRABAYASHI <[email protected]>

* refactor: remove underscore for a local variable

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badai-nguyen added a commit to tier4/autoware.universe that referenced this pull request Sep 10, 2024
….29.0 (#1526)

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* fix: remove unused variable

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* Update perception/autoware_tensorrt_yolox/src/utils.cpp

Co-authored-by: Manato Hirabayashi <[email protected]>

* style(pre-commit): autofix

* feat: add unit test for utils

Signed-off-by: badai-nguyen <[email protected]>

* style(pre-commit): autofix

* fix: unit test

Signed-off-by: badai-nguyen <[email protected]>

* chore: change to explicit index

Signed-off-by: badai-nguyen <[email protected]>

* style(pre-commit): autofix

* fix: cuda cmake

Signed-off-by: badai-nguyen <[email protected]>

* fix: separate unit test into different PR

Signed-off-by: badai-nguyen <[email protected]>

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Signed-off-by: badai-nguyen <[email protected]>
Co-authored-by: Yukihiro Saito <[email protected]>
Co-authored-by: Manato Hirabayashi <[email protected]>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* refactor(tensorrt_yolox): move utils into perception_utils (autowarefoundation#8435)

* chore(tensorrt_yolo): refactor utils

Signed-off-by: badai-nguyen <[email protected]>

* style(pre-commit): autofix

* fix: tensorrt_yolox

Signed-off-by: badai-nguyen <[email protected]>

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Signed-off-by: badai-nguyen <[email protected]>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* fix(perception_utils): install library after build (autowarefoundation#8501)

Signed-off-by: Manato HIRABAYASHI <[email protected]>

* fix(image_projection_based_fusion): resize sematic segmentation mask as input image size (autowarefoundation#7635)

Signed-off-by: badai-nguyen <[email protected]>

* fix(image_projection_based_fusion): segmentation pointcloud fusion param update (autowarefoundation#7858)

* fix(image_projection_based_fusion): add run length decoding for segmentation_pointcloud_fusion (autowarefoundation#7909)

* fix: add rle decompress

Signed-off-by: badai-nguyen <[email protected]>

* style(pre-commit): autofix

* fix: use rld in tensorrt utils

Signed-off-by: badai-nguyen <[email protected]>

* fix: rebase error

Signed-off-by: badai-nguyen <[email protected]>

* fix: dependency

Signed-off-by: badai-nguyen <[email protected]>

* fix: skip publish debug mask

Signed-off-by: badai-nguyen <[email protected]>

* Update perception/autoware_image_projection_based_fusion/src/segmentation_pointcloud_fusion/node.cpp

Co-authored-by: kminoda <[email protected]>

* style(pre-commit): autofix

* Revert "fix: skip publish debug mask"

This reverts commit 30fa9ae.

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Signed-off-by: badai-nguyen <[email protected]>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: kminoda <[email protected]>

* feat(tier4_perception_launch): add image segmentation based pointcloud filter (autowarefoundation#7225)

* feat(tier4_perception_launch): add image segmentation based pointcloud filter

Signed-off-by: badai-nguyen <[email protected]>

* chore: typo

Signed-off-by: badai-nguyen <[email protected]>

* fix: detection launch

Signed-off-by: badai-nguyen <[email protected]>

* chore: add maintainer

Signed-off-by: badai-nguyen <[email protected]>

* Revert "chore: add maintainer"

This reverts commit 5adfef6.

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Signed-off-by: badai-nguyen <[email protected]>

* style(pre-commit): autofix

* fix(autoware_image_projection_based_fusion): resolve issue with segmentation pointcloud fusion node failing with multiple mask inputs (autowarefoundation#8769)

---------

Signed-off-by: badai-nguyen <[email protected]>
Signed-off-by: Manato HIRABAYASHI <[email protected]>
Co-authored-by: Manato HIRABAYASHI <[email protected]>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Manato Hirabayashi <[email protected]>
Co-authored-by: Yukihiro Saito <[email protected]>
Co-authored-by: kminoda <[email protected]>
Co-authored-by: Yi-Hsiang Fang (Vivid) <[email protected]>
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component:common Common packages from the autoware-common repository. (auto-assigned) component:perception Advanced sensor data processing and environment understanding. (auto-assigned) tag:deploy-docs Mark for deploy-docs action generation. (used-by-ci) tag:run-build-and-test-differential Mark to enable build-and-test-differential workflow. (used-by-ci) type:documentation Creating or refining documentation. (auto-assigned)
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