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DeepLabCut

3 indexed repositories · View on GitHub

DeepLabCut
Official implementation of DeepLabCut: Markerless pose estimation of user-defined features with deep learning for all animals incl. humans

Python · 5775 stars
DeepLabCut-live-GUI
GUI to run DeepLabCut on live video feed

Python · 72 stars
napari-deeplabcut
a napari plugin for labeling and refining keypoint data within DeepLabCut projects

Python · 62 stars

Beginner friendly Everything

Open All

Metric path consistency for top-down, and safer snapshot selection when a metric is undefined Open

config enhancement metrics pytorch

DeepLabCut/DeepLabCut#3521 · 2 assignees · Opened Sep 17, 2026
PyTorch training metrics incorrectly use multi-animal evaluation for single-animal projects Open

bug metrics pytorch

DeepLabCut/DeepLabCut#3518 · 1 comment · 1 assignee · Opened Sep 15, 2026
Incorrect file paths saved if re-using a partially annotated Points layer to save on new, unrelated images Open

bug I/O

DeepLabCut/napari-deeplabcut#245 · 1 assignee · Opened Sep 15, 2026
most recent update breaks labels when switching between videos Open

question

DeepLabCut/napari-deeplabcut#244 · 2 comments · 1 assignee · Opened Sep 14, 2026
[Task] Improve CI workflows Open

CI enhancement

DeepLabCut/DeepLabCut#3517 · 1 comment · 2 assignees · Opened Sep 14, 2026
Prevent tests from altering user config/preferences Open

enhancement

DeepLabCut/DeepLabCut-live-GUI#127 · 1 assignee · Opened Sep 9, 2026
Multi-animal ellipse tracker can assign poses to the wrong animal when ellipse fitting fails for one detection Open

DeepLabCut/DeepLabCut#3493 · 1 assignee · Opened Sep 8, 2026
task: centralize frame-key serialization Open

enhancement pytorch

Difficulty 3/5 1-2 days Newbie friendliness 58/100

DeepLabCut/DeepLabCut#3489 · 1 comment · Opened Sep 8, 2026
analyze_videos (PyTorch): OverflowError in _generate_output_data when a video yields zero detections (empty predictions) Open

bug pytorch

DeepLabCut/DeepLabCut#3485 · 1 comment · 1 assignee · Opened Sep 7, 2026
Add torch device toggle/dropdown Open

config gui

DeepLabCut/DeepLabCut-live-GUI#124 · 1 assignee · Opened Aug 28, 2026
GenTL backend interferes with PyTorch when running in the same process Open

camera DLClive performance

Difficulty 5/5 Over a week Newbie friendliness 25/100

DeepLabCut/DeepLabCut-live-GUI#123 · Opened Aug 28, 2026
DLC Freezing Issue Open

bug GUI

DeepLabCut/DeepLabCut#3462 · 3 comments · 1 assignee · Opened Aug 25, 2026
redesign example processor - include saving procedure when calling `stop()` Open

processor

DeepLabCut/DeepLabCut-live-GUI#117 · 1 reaction · 1 assignee · Opened Aug 21, 2026
Add a persisted setting to disable the "Are you sure you want to quit" window Open

enhancement GUI

DeepLabCut/DeepLabCut#3451 · 1 assignee · Opened Aug 14, 2026
Refactor: settings persistence Open

config enhancement gui

DeepLabCut/DeepLabCut-live-GUI#113 · 1 assignee · Opened Aug 14, 2026
Deprecate single camera field in config Open

config

DeepLabCut/DeepLabCut-live-GUI#112 · 1 assignee · Opened Aug 14, 2026
Encoding and camera backends improvements Open

camera config

DeepLabCut/DeepLabCut-live-GUI#111 · 1 assignee · Opened Aug 13, 2026
Have multiple parallel processors - or inference on multiple cameras Open

DLClive enhancement

Difficulty 5/5 Over a week Newbie friendliness 25/100

DeepLabCut/DeepLabCut-live-GUI#110 · Opened Aug 13, 2026
Metadata: save camera and model metadata Open

camera config DLClive

DeepLabCut/DeepLabCut-live-GUI#109 · 1 assignee · Opened Aug 13, 2026
Session control & manifest writing Open

config enhancement recording

DeepLabCut/DeepLabCut-live-GUI#108 · 1 assignee · Opened Aug 13, 2026
UI: Field persistence for filenames is missing Open

bug gui

DeepLabCut/DeepLabCut-live-GUI#107 · 1 assignee · Opened Aug 13, 2026
Further GUI enhancements Open

gui

DeepLabCut/DeepLabCut-live-GUI#106 · 1 assignee · Opened Aug 13, 2026
Camera preview tiling - incorrect aspect ratios Open

gui

DeepLabCut/DeepLabCut-live-GUI#105 · 1 assignee · Opened Aug 13, 2026
Separate Points layer display paths from annotation ownership Open

enhancement I/O

DeepLabCut/napari-deeplabcut#231 · 1 assignee · Opened Jul 15, 2026
Feature: replace Machine to GT save rerouting with merging workflow from tracking Open

I/O new feature

DeepLabCut/napari-deeplabcut#230 · 1 assignee · Opened Jul 15, 2026
Several issues from user feedback Open

bug camera gui

DeepLabCut/DeepLabCut-live-GUI#90 · 1 assignee · Opened Jul 1, 2026
Allow Processor child classes to be loaded in the GUI Open

bug

DeepLabCut/DeepLabCut-live-GUI#88 · 1 assignee · Opened Jun 30, 2026
Re-enable processor field when disabling preview Open

bug gui

DeepLabCut/DeepLabCut-live-GUI#87 · 1 assignee · Opened Jun 30, 2026
Plugging in a new camera creates a duplicate ID Open

bug camera

DeepLabCut/DeepLabCut-live-GUI#84 · 1 assignee · Opened Jun 26, 2026
Recording and trigger mode improvements Open

camera config enhancement

DeepLabCut/DeepLabCut-live-GUI#83 · 1 assignee · Opened Jun 26, 2026
Update (or remove) command line interface Open

feature request

DeepLabCut/DeepLabCut#3381 · 1 comment · 1 assignee · Opened Jun 24, 2026
Migration to Pandas 3.0 Open

dependencies packaging

DeepLabCut/DeepLabCut#3362 · 1 assignee · Opened Jun 10, 2026
GUI: Use qtpy compat layer rather than PySide6 in imports Open

enhancement GUI

DeepLabCut/DeepLabCut#3356 · 1 comment · 1 assignee · Opened Jun 4, 2026
Feature: Extract range of frames manually Open

enhancement new feature

DeepLabCut/napari-deeplabcut#218 · 1 assignee · Opened Jun 1, 2026
Add Hardware-trigger mode to gentl/basler backends Open

camera config gui

DeepLabCut/DeepLabCut-live-GUI#77 · 1 assignee · Opened May 28, 2026
Maintenance - Deprecate wiki Open

documentation

DeepLabCut/DeepLabCut#3327 · 2 reactions · 2 assignees · Opened May 12, 2026
[task] `TrainingDatasetMetadata`: improve robustness and separation of concerns for incomplete projects Open

backwards compatibility enhancement feature request

DeepLabCut/DeepLabCut#3312 · 1 comment · 1 assignee · Opened May 6, 2026
Allow users to specify ID:camera mapping Open

camera config

DeepLabCut/DeepLabCut-live-GUI#74 · 1 assignee · Opened Apr 29, 2026
[FR] Add an option to add addtitional individuals to multianimal model Open

napari-dlc

DeepLabCut/DeepLabCut#3281 · 4 comments · 2 assignees · Opened Apr 9, 2026
Refactor debrief: known issues and potential improvements Open

DeepLabCut/napari-deeplabcut#184 · 1 assignee · Opened Apr 9, 2026
issues with cropping Open

feature request

DeepLabCut/DeepLabCut#3269 · 1 comment · 1 assignee · Opened Apr 1, 2026
Feature Request: Replace Albumentations with torchvision.transforms.v2 for PyTorch pose estimation Open

pytorch

DeepLabCut/DeepLabCut#3240 · 1 comment · 2 assignees · Opened Mar 12, 2026
Add an automatic checkerboard corner-order consistency guard for 3D calibration Open

feature request

Difficulty 4/5 3-5 days Newbie friendliness 35/100

DeepLabCut/DeepLabCut#3239 · 1 comment · Opened Mar 11, 2026
Issue/Feature request: Change pathing in project files Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

DeepLabCut/DeepLabCut#3236 · 1 comment · Opened Mar 10, 2026
Full release checklist Open

packaging

DeepLabCut/DeepLabCut-live-GUI#49 · 1 assignee · Opened Feb 16, 2026
Feedback thread for PySide6 GUI Open

feedback wanted

DeepLabCut/DeepLabCut-live-GUI#40 · 2 comments · 1 reaction · 1 assignee · Opened Feb 5, 2026
Extracting frames from videos Open

bug

DeepLabCut/DeepLabCut#3156 · 11 comments · 1 assignee · Opened Dec 5, 2025
Sudden training failure (High RMSE, NaN RMSE pcutoff, mAP/mAR=0) partway through training network Open

howtousedlc

DeepLabCut/DeepLabCut#3089 · 20 comments · 1 assignee · Opened Sep 4, 2025
Unsolicited advice on packaging and compatibility Open

dependencies enhancement

DeepLabCut/DeepLabCut#2887 · 5 comments · 2 reactions · 2 assignees · Opened Feb 17, 2025
clustering in napari-DLC GUI Open

DLC

Difficulty 3/5 1-2 days Newbie friendliness 38/100

DeepLabCut/napari-deeplabcut#43 · 4 comments · Opened Oct 28, 2022

DeepLabCut

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