René's URL Explorer Experiment


Title: Fix RTMPose likelihood computation by maximpavliv · Pull Request #3078 · DeepLabCut/DeepLabCut · GitHub

Open Graph Title: Fix RTMPose likelihood computation by maximpavliv · Pull Request #3078 · DeepLabCut/DeepLabCut

X Title: Fix RTMPose likelihood computation by maximpavliv · Pull Request #3078 · DeepLabCut/DeepLabCut

Description: Official implementation of DeepLabCut: Markerless pose estimation of user-defined features with deep learning for all animals incl. humans - Fix RTMPose likelihood computation by maximpavliv · Pull Request #3078 · DeepLabCut/DeepLabCut

Open Graph Description: Background The likelihoods (confidences) produced by SimCCPredictor were not consistent with the expected behavior of SimCC decoding. In some experiments, likelihoods exceeded 1, because the predi...

X Description: Background The likelihoods (confidences) produced by SimCCPredictor were not consistent with the expected behavior of SimCC decoding. In some experiments, likelihoods exceeded 1, because the predi...

Opengraph URL: https://github.com/DeepLabCut/DeepLabCut/pull/3078

X: @github

direct link

Domain: github.com

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mainhttps://github.com/DeepLabCut/DeepLabCut/tree/main
maxim/fix_rtmpose_likelihoodhttps://github.com/DeepLabCut/DeepLabCut/tree/maxim/fix_rtmpose_likelihood
Conversationhttps://github.com/DeepLabCut/DeepLabCut/pull/3078
Commits38 (38)https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits
Checkshttps://github.com/DeepLabCut/DeepLabCut/pull/3078/checks
Files changedhttps://github.com/DeepLabCut/DeepLabCut/pull/3078/files
Fix RTMPose likelihood computationhttps://github.com/DeepLabCut/DeepLabCut/pull/3078#top
AlexEMGhttps://github.com/AlexEMG
mainhttps://github.com/DeepLabCut/DeepLabCut/tree/main
maxim/fix_rtmpose_likelihoodhttps://github.com/DeepLabCut/DeepLabCut/tree/maxim/fix_rtmpose_likelihood
https://github.com/maximpavliv
maximpavlivhttps://github.com/maximpavliv
Aug 22, 2025https://github.com/DeepLabCut/DeepLabCut/pull/3078#issue-3344831061
original MMPose predictor implementationhttps://github.com/open-mmlab/mmpose/blob/759b39c13fea6ba094afc1fa932f51dc1b11cbf9/mmpose/codecs/simcc_label.py
original MMPose decoding logichttps://github.com/open-mmlab/mmpose/blob/759b39c13fea6ba094afc1fa932f51dc1b11cbf9/mmpose/codecs/simcc_label.py#L193-L198
Please reload this pagehttps://github.com/DeepLabCut/DeepLabCut/pull/3078
maximpavlivhttps://github.com/maximpavliv
July 21, 2025 14:10https://github.com/DeepLabCut/DeepLabCut/pull/3078#commits-pushed-2abf37c
https://github.com/maximpavliv
Trim superanimal_humanbody.yaml default project confighttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/2abf37cf0656725ef4227d81be388ed47b8b072a
2abf37chttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/2abf37cf0656725ef4227d81be388ed47b8b072a
https://github.com/maximpavliv
Trim superanimal_humanbody_colorshttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/a1a6be126ad56e038807f835dd5f6f79c62308b8
a1a6be1https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/a1a6be126ad56e038807f835dd5f6f79c62308b8
https://github.com/maximpavliv
Correct get_checkpoint_epochhttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/dfbce1d61fa24ac735ca7760ccf3c9a5244e34c2
dfbce1dhttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/dfbce1d61fa24ac735ca7760ccf3c9a5244e34c2
https://github.com/maximpavliv
Add rtmpose_x modelzoo model confighttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/1432a73ac5a72fa4ca01d8c8fdfdf7549922cf41
1432a73https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/1432a73ac5a72fa4ca01d8c8fdfdf7549922cf41
https://github.com/maximpavliv
Add FilteredDetectorhttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/a4d74ccdb2e3c7533bd9d5f6f09f3fd91a07ef63
a4d74cchttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/a4d74ccdb2e3c7533bd9d5f6f09f3fd91a07ef63
https://github.com/maximpavliv
Add get_filtered_coco_detector_inference_runner() methodhttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/0cbfe59fd5193dac13d1fb14102bb03f530345c7
0cbfe59https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/0cbfe59fd5193dac13d1fb14102bb03f530345c7
https://github.com/maximpavliv
Add ScaleToUnitRange transformhttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/84b230ebe3e3f398a0ddf07e283d50c5729907be
84b230ehttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/84b230ebe3e3f398a0ddf07e283d50c5729907be
https://github.com/maximpavliv
Superanimal humanbody inference: use filtered detector runnerhttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/c4c1318317c6d1d6ad42845dff3766f775ce1bde
c4c1318https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/c4c1318317c6d1d6ad42845dff3766f775ce1bde
https://github.com/maximpavliv
ModelZoo tab: make humanbody general casehttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/dc511cdc8e2a785311a467a99c3e77a9d99a8928
dc511cdhttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/dc511cdc8e2a785311a467a99c3e77a9d99a8928
https://github.com/maximpavliv
get_super_animal_scorer(): add torchvision_detector_name arghttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/479cc66c4698c1ae63d9756f1c4b77e5ce482832
479cc66https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/479cc66c4698c1ae63d9756f1c4b77e5ce482832
https://github.com/maximpavliv
Remove superanimal_humanbody_video_inference.py modulehttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/6a14584148a8e29eb378630a91180f90684412de
6a14584https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/6a14584148a8e29eb378630a91180f90684412de
https://github.com/maximpavliv
Regularize get_super_animal_model_config_path()https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/677481228433dd27f50a193004edbd562bbfc93c
6774812https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/677481228433dd27f50a193004edbd562bbfc93c
https://github.com/maximpavliv
Regularize load_super_animal_config()https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/424ac92941fbdf30ff61c432a2b6575fc3836ca6
424ac92https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/424ac92941fbdf30ff61c432a2b6575fc3836ca6
https://github.com/maximpavliv
Regularize download_super_animal_snapshot()https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/04438f844ea1b53e2b23a50e25866158ad606a18
04438f8https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/04438f844ea1b53e2b23a50e25866158ad606a18
https://github.com/maximpavliv
update_config(): superanimal_humanbody - compatiblehttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/256977bfa8b7f2b15c3528df8aa0724fd924a7c8
256977bhttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/256977bfa8b7f2b15c3528df8aa0724fd924a7c8
https://github.com/maximpavliv
Revert video_inference()https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/8d4cf202a1bd2bdd65ab0e85d92f9deb08356557
8d4cf20https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/8d4cf202a1bd2bdd65ab0e85d92f9deb08356557
https://github.com/maximpavliv
Revert create_df_from_prediction()https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/edf4f9ddf7c00c22cfb01418f479cd58abc39a29
edf4f9dhttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/edf4f9ddf7c00c22cfb01418f479cd58abc39a29
https://github.com/maximpavliv
Restore CTDInferenceRunnerhttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/cded5817dde33eb89b1f8a9571115549ad436400
cded581https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/cded5817dde33eb89b1f8a9571115549ad436400
https://github.com/maximpavliv
Remove TorchvisionDetectorInferenceRunnerhttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/7eaf923a015384ae895e4404ad766a8e90e68309
7eaf923https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/7eaf923a015384ae895e4404ad766a8e90e68309
https://github.com/maximpavliv
Revert DetectorInferenceRunnerhttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/feb34d13f7ffc4280a6f2618e962be66f601acc5
feb34d1https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/feb34d13f7ffc4280a6f2618e962be66f601acc5
https://github.com/maximpavliv
superanimal_analyze_images() - make humanbody compatiblehttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/711a47eb7d9e7ab8e7aa4812c68fd5f74f313074
711a47ehttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/711a47eb7d9e7ab8e7aa4812c68fd5f74f313074
https://github.com/maximpavliv
Revert build_predictions_dataframe()https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/28e4dd046c7effb2916bc33ea14fbac369d00dc3
28e4dd0https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/28e4dd046c7effb2916bc33ea14fbac369d00dc3
https://github.com/maximpavliv
Revert get_inference_runners()https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/193f935688080d852d959580fc17864b7bca3c73
193f935https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/193f935688080d852d959580fc17864b7bca3c73
https://github.com/maximpavliv
Revert detectors/fasterRCNN.pyhttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/613b2ac5ba8b75dce188f42ce49b90457959030a
613b2achttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/613b2ac5ba8b75dce188f42ce49b90457959030a
https://github.com/maximpavliv
Revert detectors/torchvision.pyhttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/d848741b7ae73c64475ba588a5109399408cf10d
d848741https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/d848741b7ae73c64475ba588a5109399408cf10d
https://github.com/maximpavliv
Revert base Runnerhttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/bba86890a4ed252e48801702f2ab062492ae6668
bba8689https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/bba86890a4ed252e48801702f2ab062492ae6668
https://github.com/maximpavliv
Fix superanimal_humanbody unit testhttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/25fa08dfc43dd69db2ee0d94996341bb8ebdd056
25fa08dhttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/25fa08dfc43dd69db2ee0d94996341bb8ebdd056
https://github.com/maximpavliv
Disable video adaptation for superanimal_humanbodyhttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/425484b5d24c4b2365e10add9b315e998571db77
425484bhttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/425484b5d24c4b2365e10add9b315e998571db77
https://github.com/maximpavliv
Fix testscript_superanimal_inference.pyhttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/4b04013819ac8f07107b961dd228e6dd7f83a673
4b04013https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/4b04013819ac8f07107b961dd228e6dd7f83a673
https://github.com/maximpavliv
Remove debug printhttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/eea470e7f1a2e2f98616d5ed685e2daa3f988ff6
eea470ehttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/eea470e7f1a2e2f98616d5ed685e2daa3f988ff6
maximpavlivhttps://github.com/maximpavliv
July 31, 2025 13:45https://github.com/DeepLabCut/DeepLabCut/pull/3078#commits-pushed-3d47a36
https://github.com/maximpavliv
Black formattinghttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/3d47a36e438321a2ef8ef1200c3e440d64bd4673
3d47a36https://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/3d47a36e438321a2ef8ef1200c3e440d64bd4673
https://github.com/maximpavliv
SimCCPredictor: add visilibity computationhttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/03456da84c05fa5e6575c52ed3e0c38b12ebb2bb
03456dahttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/03456da84c05fa5e6575c52ed3e0c38b12ebb2bb
https://github.com/maximpavliv
Add new SimCCPredictor params to model configshttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/c6bd02b59a9f8da4bdf06972fe0e706583d03c6b
c6bd02bhttps://github.com/DeepLabCut/DeepLabCut/pull/3078/commits/c6bd02b59a9f8da4bdf06972fe0e706583d03c6b
https://github.com/maximpavliv
maximpavlivhttps://github.com/maximpavliv
AlexEMGhttps://github.com/AlexEMG
August 22, 2025 09:36https://github.com/DeepLabCut/DeepLabCut/pull/3078#event-19283852209
https://github.com/maximpavliv
maximpavlivhttps://github.com/maximpavliv
bug fix! https://github.com/DeepLabCut/DeepLabCut/issues?q=state%3Aopen%20label%3A%22bug%20fix%21%22
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