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[Feature] Add PoseWarper detector model #932

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merged 56 commits into from
Dec 6, 2021

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liqikai9
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@liqikai9 liqikai9 commented Sep 22, 2021

Motivation

To support input multiple frames as a single sample when dealing with video dataset, we add a new detector PoseWarper which is inherited from TopDown. The main difference between PoseWarper and TopDown lies in that the former takes a list of tensors as input while the latter takes a single tensor as input.

To support PoseWarper, we add a new neck PoseWarperNeck in mmpose/models/necks/posewarper_neck.py.

Modification

  1. Add mmpose/models/detectors/posewarper.py.
    Modify mmpose/models/detectors/__init__.py

  2. Add mmpose/models/necks/posewarper_neck.py.
    Modify mmpose/models/necks/__init__.py.

  3. To support freezing certain stages in the backbone HRNet, also modify mmpose/models/backbones/hrnet.py.
    Modify mmpose/models/detectors/top_down.py, fix typo.

  4. Add related unittests in tests/test_backbones/test_hrnet.py, tests/test_models/test_top_down_forward.py and tests/test_necks/test_posewarper_neck.py.

  5. To support more flexible input format, modify tools/analysis/get_flops.py.

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  1. According to our previous discussion, maybe we first merge the individual modules (dataset, detector, etc) into a new branch (e.g. posewarper). After the whole algorithm is finished and verified, we merge it to the master.
  2. Maybe we should rename the detector as posewarper.py or something else, as this detector does not work for all the top-down video pose estimation methods. For example, some top-down video methods merge features in another way, or apply different backbones for different frames.

mmpose/models/detectors/top_down_video.py Outdated Show resolved Hide resolved
mmpose/models/detectors/top_down_video.py Outdated Show resolved Hide resolved
mmpose/models/detectors/top_down_video.py Outdated Show resolved Hide resolved
mmpose/models/detectors/top_down_video.py Outdated Show resolved Hide resolved
mmpose/models/detectors/top_down_video.py Outdated Show resolved Hide resolved
mmpose/models/detectors/top_down_video.py Outdated Show resolved Hide resolved
mmpose/models/necks/posewarper_neck.py Outdated Show resolved Hide resolved
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@liqikai9 liqikai9 requested a review from luminxu October 21, 2021 11:46
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codecov bot commented Oct 21, 2021

Codecov Report

Merging #932 (170f5a6) into dev-0.21 (c0d5e4c) will increase coverage by 0.79%.
The diff coverage is 84.48%.

Impacted file tree graph

@@             Coverage Diff              @@
##           dev-0.21     #932      +/-   ##
============================================
+ Coverage     82.59%   83.39%   +0.79%     
============================================
  Files           191      196       +5     
  Lines         14407    15142     +735     
  Branches       2491     2736     +245     
============================================
+ Hits          11899    12627     +728     
+ Misses         1863     1823      -40     
- Partials        645      692      +47     
Flag Coverage Δ
unittests 83.32% <84.48%> (+0.79%) ⬆️

Flags with carried forward coverage won't be shown. Click here to find out more.

Impacted Files Coverage Δ
mmpose/apis/inference.py 48.63% <0.00%> (ø)
mmpose/datasets/__init__.py 100.00% <ø> (ø)
mmpose/datasets/datasets/__init__.py 100.00% <ø> (ø)
...s/datasets/top_down/topdown_posetrack18_dataset.py 93.38% <ø> (+66.17%) ⬆️
mmpose/models/backbones/vipnas_resnet.py 93.95% <ø> (+3.77%) ⬆️
mmpose/apis/train.py 20.89% <26.66%> (+0.14%) ⬆️
mmpose/datasets/pipelines/top_down_transform.py 65.14% <28.57%> (-1.72%) ⬇️
mmpose/datasets/pipelines/shared_transform.py 85.85% <33.33%> (-1.22%) ⬇️
mmpose/datasets/pipelines/loading.py 82.60% <66.66%> (-4.06%) ⬇️
mmpose/models/detectors/top_down.py 72.03% <75.00%> (+4.23%) ⬆️
... and 20 more

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@liqikai9 liqikai9 changed the title [Feature] Add top down video detector module [Feature] Add PoseWarper detector model Oct 22, 2021
mmpose/models/detectors/posewarper.py Outdated Show resolved Hide resolved
mmpose/models/detectors/posewarper.py Outdated Show resolved Hide resolved
mmpose/models/necks/posewarper_neck.py Outdated Show resolved Hide resolved
mmpose/models/detectors/posewarper.py Show resolved Hide resolved
@ly015 ly015 changed the base branch from master to dev November 5, 2021 09:36
@jin-s13 jin-s13 requested a review from ly015 November 18, 2021 05:01
@liqikai9 liqikai9 closed this Dec 6, 2021
@liqikai9 liqikai9 reopened this Dec 6, 2021
@ly015 ly015 merged commit 353311a into open-mmlab:dev-0.21 Dec 6, 2021
ly015 added a commit that referenced this pull request Dec 6, 2021
* map location to cpu when load checkpoint (#1007)

* [Enhancement] Support minus output feature index in mobilenet_v3 (#1005)

* fix typo in mobilenet_v3

* fix typo in mobilenet_v3

* use -1 to indicate output tensors from final stage

* support negative out_indices

* [Enhancement] inference speed and flops tools. (#986)

* add the function to test the dummy forward speed of models.

* add tools to test the flops and inference speed of multiple models.

* [Fix] Update pose tracking demo to be compatible with latest mmtrakcing (#1014)

* update mmtracking demo

* support both track_bboxes and track_results

* add docstring

* [Fix] fix skeleton_info of coco wholebody dataset (#1010)

* fix wholebody base dataset

* fix lint

* fix lint

Co-authored-by: ly015 <liyining0712@gmail.com>

* [Feature] Add ViPNAS models for wholebody keypoint detection (#1009)

* add configs

* add dark configs

* add checkpoint and readme

* update webcam demo

* fix model path in webcam demo

* fix unittest

* [Fix] Fix bbox label visualization (#1020)

* update model metafiles (#1001)

* update hourglass ae .md (#1027)

* [Feature] Add ViPNAS mbv3 (#1025)

* add vipnas mbv3

* test other variants

* submission for mmpose

* add unittest

* add readme

* update .yml

* fix lint

* rebase

* fix pytest

Co-authored-by: jin-s13 <jinsheng13@foxmail.com>

* [Enhancement] Set a random seed when the user does not set a seed (#1030)

* fix randseed

* fix lint

* fix import

* fix isort

* update yapf hook

* revert yapf version

* add cfg file for flops and speed test,  change the bulid_posenet to init_pose_model and fix some typo in cfg (#1028)

* [Enhancement] Add more functions for speed test tool (#1034)

* add batch size and device args in speed test script, and remove MMDataParallel warper

* add vipnas_mbv3 model

* fix dead link (#1038)

* Skip CI when some specific files were changed (#1041)

* update sigmas (#1040)

* add more configs, ckpts and logs for HRNet on PoseTrack18 (#1035)

* [Feature] Add PoseWarper dataset (#1006)

* add PoseWarper dataset and base class

* modify pipelines related to video

* add unittest for PoseWarper dataset

* add unittest for evaluation function in posetrack18-realted dataset, and add some annotations json files

* fix typo

* fix unittest CI failure

* fix typo

* add PoseWarper dataset and base class

* modify pipelines related to video

* add unittest for PoseWarper dataset

* add unittest for evaluation function in posetrack18-realted dataset, and add some annotations json files

* fix typo

* fix unittest CI failure

* fix typo

* modify some methods in the base class to improve code coverage rate

* recover some mistakenly-deleted notes

* remove test_dataset_info part for the new TopDownPoseTrack18VideoDataset class

* cancel uncompleted previous runs (#1053)

* [Doc] Add inference speed results (#1044)

* add docs related to inference speed results

* add corresponding Chinese docs and fix some typos

* add Chinese docs in readthedocs

* remove the massive table in readme

* minor modification to wording

Co-authored-by: ly015 <liyining0712@gmail.com>

* [Feature] Add PoseWarper detector model (#932)

* Add top down video detector module

* Add PoseWarper neck

* add function _freeze_stages

* fix typo

* modify PoseWarper detector and PoseWarperNeck

* fix typo

* modify posewarper detector and neck

* Delete top_down_video.py

change the base class of `PoseWarper` detector from `TopDownVideo` to `TopDown`

* fix spell typo

* modify detector and neck

* add unittest for detector and neck

* modify unittest for posewarper forward

* Add top down video detector module

* Add PoseWarper neck

* add function _freeze_stages

* fix typo

* modify PoseWarper detector and PoseWarperNeck

* fix typo

* modify posewarper detector and neck

* Delete top_down_video.py

change the base class of `PoseWarper` detector from `TopDownVideo` to `TopDown`

* fix spell typo

* modify detector and neck

* add unittest for detector and neck

* modify unittest for posewarper forward

* modify dependency on mmcv version in posewarper neck

* reduce memory cost in test

* modify flops tool for more flexible input format

* Add top down video detector module

* Add PoseWarper neck

* add function _freeze_stages

* fix typo

* modify PoseWarper detector and PoseWarperNeck

* fix typo

* modify posewarper detector and neck

* Delete top_down_video.py

change the base class of `PoseWarper` detector from `TopDownVideo` to `TopDown`

* fix spell typo

* modify detector and neck

* add unittest for detector and neck

* modify unittest for posewarper forward

* Add PoseWarper neck

* modify PoseWarper detector and PoseWarperNeck

* modify posewarper detector and neck

* Delete top_down_video.py

change the base class of `PoseWarper` detector from `TopDownVideo` to `TopDown`

* fix spell typo

* modify detector and neck

* add unittest for detector and neck

* modify unittest for posewarper forward

* modify dependency on mmcv version in posewarper neck

* reduce memory cost in test

* modify flops tool for more flexible input format

* modify the posewarper detector description

* modify some arguments and related fields

* modify default values for some args

* fix readthedoc bulid typo

* fix ignore path (#1059)

* [Doc]  Add related docs for PoseWarper (#1036)

* add related docs for PoseWarper

* add related readme docs for posewarper

* modify related args in posewarper stage2 config

* modify posewarper stage2 config path

* add description about val_boxes path for data preparation (#1060)

* bump version to v0.21.0 (#1061)

* [Feature] Add ViPNAS_Mbv3 wholebody model (#1055)

* add vipnas mbv3 coco_wholebody

* add vipnas mbv3 coco_wholebody md&yml

* fix lint

Co-authored-by: ly015 <liyining0712@gmail.com>

Co-authored-by: Lumin <30328525+luminxu@users.noreply.github.com>
Co-authored-by: zengwang430521 <zengwang430521@gmail.com>
Co-authored-by: Jas <jinsheng@sensetime.com>
Co-authored-by: jin-s13 <jinsheng13@foxmail.com>
Co-authored-by: Qikai Li <87690686+liqikai9@users.noreply.github.com>
Co-authored-by: QwQ2000 <396707050@qq.com>
@liqikai9 liqikai9 deleted the posewarper_model branch March 8, 2022 07:58
shuheilocale pushed a commit to shuheilocale/mmpose that referenced this pull request May 6, 2023
* map location to cpu when load checkpoint (open-mmlab#1007)

* [Enhancement] Support minus output feature index in mobilenet_v3 (open-mmlab#1005)

* fix typo in mobilenet_v3

* fix typo in mobilenet_v3

* use -1 to indicate output tensors from final stage

* support negative out_indices

* [Enhancement] inference speed and flops tools. (open-mmlab#986)

* add the function to test the dummy forward speed of models.

* add tools to test the flops and inference speed of multiple models.

* [Fix] Update pose tracking demo to be compatible with latest mmtrakcing (open-mmlab#1014)

* update mmtracking demo

* support both track_bboxes and track_results

* add docstring

* [Fix] fix skeleton_info of coco wholebody dataset (open-mmlab#1010)

* fix wholebody base dataset

* fix lint

* fix lint

Co-authored-by: ly015 <liyining0712@gmail.com>

* [Feature] Add ViPNAS models for wholebody keypoint detection (open-mmlab#1009)

* add configs

* add dark configs

* add checkpoint and readme

* update webcam demo

* fix model path in webcam demo

* fix unittest

* [Fix] Fix bbox label visualization (open-mmlab#1020)

* update model metafiles (open-mmlab#1001)

* update hourglass ae .md (open-mmlab#1027)

* [Feature] Add ViPNAS mbv3 (open-mmlab#1025)

* add vipnas mbv3

* test other variants

* submission for mmpose

* add unittest

* add readme

* update .yml

* fix lint

* rebase

* fix pytest

Co-authored-by: jin-s13 <jinsheng13@foxmail.com>

* [Enhancement] Set a random seed when the user does not set a seed (open-mmlab#1030)

* fix randseed

* fix lint

* fix import

* fix isort

* update yapf hook

* revert yapf version

* add cfg file for flops and speed test,  change the bulid_posenet to init_pose_model and fix some typo in cfg (open-mmlab#1028)

* [Enhancement] Add more functions for speed test tool (open-mmlab#1034)

* add batch size and device args in speed test script, and remove MMDataParallel warper

* add vipnas_mbv3 model

* fix dead link (open-mmlab#1038)

* Skip CI when some specific files were changed (open-mmlab#1041)

* update sigmas (open-mmlab#1040)

* add more configs, ckpts and logs for HRNet on PoseTrack18 (open-mmlab#1035)

* [Feature] Add PoseWarper dataset (open-mmlab#1006)

* add PoseWarper dataset and base class

* modify pipelines related to video

* add unittest for PoseWarper dataset

* add unittest for evaluation function in posetrack18-realted dataset, and add some annotations json files

* fix typo

* fix unittest CI failure

* fix typo

* add PoseWarper dataset and base class

* modify pipelines related to video

* add unittest for PoseWarper dataset

* add unittest for evaluation function in posetrack18-realted dataset, and add some annotations json files

* fix typo

* fix unittest CI failure

* fix typo

* modify some methods in the base class to improve code coverage rate

* recover some mistakenly-deleted notes

* remove test_dataset_info part for the new TopDownPoseTrack18VideoDataset class

* cancel uncompleted previous runs (open-mmlab#1053)

* [Doc] Add inference speed results (open-mmlab#1044)

* add docs related to inference speed results

* add corresponding Chinese docs and fix some typos

* add Chinese docs in readthedocs

* remove the massive table in readme

* minor modification to wording

Co-authored-by: ly015 <liyining0712@gmail.com>

* [Feature] Add PoseWarper detector model (open-mmlab#932)

* Add top down video detector module

* Add PoseWarper neck

* add function _freeze_stages

* fix typo

* modify PoseWarper detector and PoseWarperNeck

* fix typo

* modify posewarper detector and neck

* Delete top_down_video.py

change the base class of `PoseWarper` detector from `TopDownVideo` to `TopDown`

* fix spell typo

* modify detector and neck

* add unittest for detector and neck

* modify unittest for posewarper forward

* Add top down video detector module

* Add PoseWarper neck

* add function _freeze_stages

* fix typo

* modify PoseWarper detector and PoseWarperNeck

* fix typo

* modify posewarper detector and neck

* Delete top_down_video.py

change the base class of `PoseWarper` detector from `TopDownVideo` to `TopDown`

* fix spell typo

* modify detector and neck

* add unittest for detector and neck

* modify unittest for posewarper forward

* modify dependency on mmcv version in posewarper neck

* reduce memory cost in test

* modify flops tool for more flexible input format

* Add top down video detector module

* Add PoseWarper neck

* add function _freeze_stages

* fix typo

* modify PoseWarper detector and PoseWarperNeck

* fix typo

* modify posewarper detector and neck

* Delete top_down_video.py

change the base class of `PoseWarper` detector from `TopDownVideo` to `TopDown`

* fix spell typo

* modify detector and neck

* add unittest for detector and neck

* modify unittest for posewarper forward

* Add PoseWarper neck

* modify PoseWarper detector and PoseWarperNeck

* modify posewarper detector and neck

* Delete top_down_video.py

change the base class of `PoseWarper` detector from `TopDownVideo` to `TopDown`

* fix spell typo

* modify detector and neck

* add unittest for detector and neck

* modify unittest for posewarper forward

* modify dependency on mmcv version in posewarper neck

* reduce memory cost in test

* modify flops tool for more flexible input format

* modify the posewarper detector description

* modify some arguments and related fields

* modify default values for some args

* fix readthedoc bulid typo

* fix ignore path (open-mmlab#1059)

* [Doc]  Add related docs for PoseWarper (open-mmlab#1036)

* add related docs for PoseWarper

* add related readme docs for posewarper

* modify related args in posewarper stage2 config

* modify posewarper stage2 config path

* add description about val_boxes path for data preparation (open-mmlab#1060)

* bump version to v0.21.0 (open-mmlab#1061)

* [Feature] Add ViPNAS_Mbv3 wholebody model (open-mmlab#1055)

* add vipnas mbv3 coco_wholebody

* add vipnas mbv3 coco_wholebody md&yml

* fix lint

Co-authored-by: ly015 <liyining0712@gmail.com>

Co-authored-by: Lumin <30328525+luminxu@users.noreply.github.com>
Co-authored-by: zengwang430521 <zengwang430521@gmail.com>
Co-authored-by: Jas <jinsheng@sensetime.com>
Co-authored-by: jin-s13 <jinsheng13@foxmail.com>
Co-authored-by: Qikai Li <87690686+liqikai9@users.noreply.github.com>
Co-authored-by: QwQ2000 <396707050@qq.com>
ajgrafton pushed a commit to ajgrafton/mmpose that referenced this pull request Mar 6, 2024
* map location to cpu when load checkpoint (open-mmlab#1007)

* [Enhancement] Support minus output feature index in mobilenet_v3 (open-mmlab#1005)

* fix typo in mobilenet_v3

* fix typo in mobilenet_v3

* use -1 to indicate output tensors from final stage

* support negative out_indices

* [Enhancement] inference speed and flops tools. (open-mmlab#986)

* add the function to test the dummy forward speed of models.

* add tools to test the flops and inference speed of multiple models.

* [Fix] Update pose tracking demo to be compatible with latest mmtrakcing (open-mmlab#1014)

* update mmtracking demo

* support both track_bboxes and track_results

* add docstring

* [Fix] fix skeleton_info of coco wholebody dataset (open-mmlab#1010)

* fix wholebody base dataset

* fix lint

* fix lint

Co-authored-by: ly015 <liyining0712@gmail.com>

* [Feature] Add ViPNAS models for wholebody keypoint detection (open-mmlab#1009)

* add configs

* add dark configs

* add checkpoint and readme

* update webcam demo

* fix model path in webcam demo

* fix unittest

* [Fix] Fix bbox label visualization (open-mmlab#1020)

* update model metafiles (open-mmlab#1001)

* update hourglass ae .md (open-mmlab#1027)

* [Feature] Add ViPNAS mbv3 (open-mmlab#1025)

* add vipnas mbv3

* test other variants

* submission for mmpose

* add unittest

* add readme

* update .yml

* fix lint

* rebase

* fix pytest

Co-authored-by: jin-s13 <jinsheng13@foxmail.com>

* [Enhancement] Set a random seed when the user does not set a seed (open-mmlab#1030)

* fix randseed

* fix lint

* fix import

* fix isort

* update yapf hook

* revert yapf version

* add cfg file for flops and speed test,  change the bulid_posenet to init_pose_model and fix some typo in cfg (open-mmlab#1028)

* [Enhancement] Add more functions for speed test tool (open-mmlab#1034)

* add batch size and device args in speed test script, and remove MMDataParallel warper

* add vipnas_mbv3 model

* fix dead link (open-mmlab#1038)

* Skip CI when some specific files were changed (open-mmlab#1041)

* update sigmas (open-mmlab#1040)

* add more configs, ckpts and logs for HRNet on PoseTrack18 (open-mmlab#1035)

* [Feature] Add PoseWarper dataset (open-mmlab#1006)

* add PoseWarper dataset and base class

* modify pipelines related to video

* add unittest for PoseWarper dataset

* add unittest for evaluation function in posetrack18-realted dataset, and add some annotations json files

* fix typo

* fix unittest CI failure

* fix typo

* add PoseWarper dataset and base class

* modify pipelines related to video

* add unittest for PoseWarper dataset

* add unittest for evaluation function in posetrack18-realted dataset, and add some annotations json files

* fix typo

* fix unittest CI failure

* fix typo

* modify some methods in the base class to improve code coverage rate

* recover some mistakenly-deleted notes

* remove test_dataset_info part for the new TopDownPoseTrack18VideoDataset class

* cancel uncompleted previous runs (open-mmlab#1053)

* [Doc] Add inference speed results (open-mmlab#1044)

* add docs related to inference speed results

* add corresponding Chinese docs and fix some typos

* add Chinese docs in readthedocs

* remove the massive table in readme

* minor modification to wording

Co-authored-by: ly015 <liyining0712@gmail.com>

* [Feature] Add PoseWarper detector model (open-mmlab#932)

* Add top down video detector module

* Add PoseWarper neck

* add function _freeze_stages

* fix typo

* modify PoseWarper detector and PoseWarperNeck

* fix typo

* modify posewarper detector and neck

* Delete top_down_video.py

change the base class of `PoseWarper` detector from `TopDownVideo` to `TopDown`

* fix spell typo

* modify detector and neck

* add unittest for detector and neck

* modify unittest for posewarper forward

* Add top down video detector module

* Add PoseWarper neck

* add function _freeze_stages

* fix typo

* modify PoseWarper detector and PoseWarperNeck

* fix typo

* modify posewarper detector and neck

* Delete top_down_video.py

change the base class of `PoseWarper` detector from `TopDownVideo` to `TopDown`

* fix spell typo

* modify detector and neck

* add unittest for detector and neck

* modify unittest for posewarper forward

* modify dependency on mmcv version in posewarper neck

* reduce memory cost in test

* modify flops tool for more flexible input format

* Add top down video detector module

* Add PoseWarper neck

* add function _freeze_stages

* fix typo

* modify PoseWarper detector and PoseWarperNeck

* fix typo

* modify posewarper detector and neck

* Delete top_down_video.py

change the base class of `PoseWarper` detector from `TopDownVideo` to `TopDown`

* fix spell typo

* modify detector and neck

* add unittest for detector and neck

* modify unittest for posewarper forward

* Add PoseWarper neck

* modify PoseWarper detector and PoseWarperNeck

* modify posewarper detector and neck

* Delete top_down_video.py

change the base class of `PoseWarper` detector from `TopDownVideo` to `TopDown`

* fix spell typo

* modify detector and neck

* add unittest for detector and neck

* modify unittest for posewarper forward

* modify dependency on mmcv version in posewarper neck

* reduce memory cost in test

* modify flops tool for more flexible input format

* modify the posewarper detector description

* modify some arguments and related fields

* modify default values for some args

* fix readthedoc bulid typo

* fix ignore path (open-mmlab#1059)

* [Doc]  Add related docs for PoseWarper (open-mmlab#1036)

* add related docs for PoseWarper

* add related readme docs for posewarper

* modify related args in posewarper stage2 config

* modify posewarper stage2 config path

* add description about val_boxes path for data preparation (open-mmlab#1060)

* bump version to v0.21.0 (open-mmlab#1061)

* [Feature] Add ViPNAS_Mbv3 wholebody model (open-mmlab#1055)

* add vipnas mbv3 coco_wholebody

* add vipnas mbv3 coco_wholebody md&yml

* fix lint

Co-authored-by: ly015 <liyining0712@gmail.com>

Co-authored-by: Lumin <30328525+luminxu@users.noreply.github.com>
Co-authored-by: zengwang430521 <zengwang430521@gmail.com>
Co-authored-by: Jas <jinsheng@sensetime.com>
Co-authored-by: jin-s13 <jinsheng13@foxmail.com>
Co-authored-by: Qikai Li <87690686+liqikai9@users.noreply.github.com>
Co-authored-by: QwQ2000 <396707050@qq.com>
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