Release notes from DeepLabCut

v3.0.0rc10

2025-07-01T04:04:45Z

What's Changed

Fix PySide6 AttributeError and uninitialized variable by @jeylau in #2622
Niels/pcutoff arg by @n-poulsen in #2630
Fix video overwrite by @jeylau in #2633
Visually signal end of super animal video inference by @jeylau in #2637
Fix GUI bugs by @jeylau in #2649
Fix OSError: Could not find a backend to open CollectedData_Alex.csv with iomode r by @jeylau in #2650
Fix video extension filter in filterpredictions by @jeylau in #2673
Fix and decouple video rotation from other operations by @jeylau in #2653
merge named snapshot evaluation into pytorch_dlc by @n-poulsen in #2657
Handle internet connectivity issues by @jeylau in #2672
New PyTorch DeepLabCut SuperAnimal demo notebook by @yeshaokai in #2629
merge main to pytorch_dlc by @n-poulsen in #2677
Update train.py: avoids error on 'unique_bodyparts' by @Zelin2001 in #2668
Default PAF config update by @n-poulsen in #2678
New detector options and better detector integration by @n-poulsen in #2676
backwards compatibility by @n-poulsen in #2681
evaluation refactor by @n-poulsen in #2679
bug fixes for analyze_videos and unique_bodyparts by @Zelin2001 in #2685
Fix import in deeplabcut.pose_tracking_pytorch by @jeylau in #2691
Location Refinement for Top-Down models by @n-poulsen in #2699
Identity Predictor by @n-poulsen in #2707
batched inference by @n-poulsen in #2708
Bug fixes: find_closest_neighbors + ellipse tracking by @n-poulsen in #2709
bug fix: find closest neighbors by @n-poulsen in #2717
Minimal backward compatibility by @AlexEMG in #2713
Documentation Improvements - DeepLabCut PyTorch Code by @AlexEMG in #2714
merge main into pytorch_dlc by @n-poulsen in #2731
Make 3D Triangulate possible with pytorch_dlc branch and MA project by @Zelin2001 in #2729
Data compatibility - Benchmark by @n-poulsen in #2740
Adding cropping to pose_estimation_pytorch/apis/analyze_videos.py by @YankoFelipe in #2737
pytorch_dlc - Small updates and bug fixes by @n-poulsen in #2747
calc_similarity_with .py ZeroDivisionError: float division by zeros via upload by @SowonKIMM in #2688
update version by @AlexEMG in #2748
SuperAnimal Model Updates by @n-poulsen in #2756
Look for uppercase video extensions when creating projects by @n-poulsen in #2763
Fix reading gpus config by @maximpavliv in #2764
Git ignore IDE configs by @maximpavliv in #2765
Fix bug introduced in PR #2764 by @maximpavliv in #2772
Bug fix: create_video_with_all_detections fails with PAF heads by @n-poulsen in #2776
Resume training from existing snapshots option in GUI by @maximpavliv in #2774
Improvements to the training UX by @n-poulsen in #2775
Fix failing DLC 3.0 tests - changes to internal implementation by @n-poulsen in #2778
Merge changes made to main by @n-poulsen in #2779
Fix: gui/tabs/train_network.py, AttributeError: ‘NoneType’ object has no attribute ‘lower’ by @n-poulsen in #2780
Use architecture-specific snapshots prefixes in video adaptation by @maximpavliv in #2781
Video Analysis with Identity - Lowering memory footprint by @n-poulsen in #2785
Timeout retrieving latest package version from the Web by @maximpavliv in #2782
Load scheduler state when resuming training by @n-poulsen in #2788
DeepLabCut 3.0 - Video Analysis with use_shelve=True by @n-poulsen in #2790
Fix: correct the early return error when save_epochs=1 and optimize the clean up way by @xiu-cs in #2793
Fix: Video Analysis for Single Animal projects by @n-poulsen in #2798
Model Output Visualization for PyTorch Models by @n-poulsen in #2799
Add Functions for Visualizing COCO Predictions and Ground Truth by @xiu-cs in #2792
DLC 3.0 - Function to export PyTorch models by @n-poulsen in #2800
KeypointAwareCrop: uniform sampling when no keypoints are present by @n-poulsen in #2801
Fix version check timeout by @maximpavliv in #2805
Revert "Fix version check timeout" by @n-poulsen in #2807
PyTorch model evaluation - per_keypoint_evaluation and comparisonbodyparts by @n-poulsen in #2810
Prune PAF graphs before evaluation by @n-poulsen in #2813
Plot detector's bboxes if Top-Down architecture by @maximpavliv in #2791
superanimal_analyze_images: improve plotting functions by @n-poulsen in #2815
Update superanimal_analyze_images plotting by @n-poulsen in #2817
Set weights_only=True as a default when loading snapshot weights. by @n-poulsen in #2818
Implement missing arguments for PyTorch models by @n-poulsen in #2816
Add missing positional arguments to SuperAnimal Colab by @maximpavliv in #2819
New Top-Down Pose Estimation Model - RTMPose by @n-poulsen in #2795
SuperAnimal demo colab update (for DLC3) by @MMathisLab in #2814
Improved loading of snapshot weights with torch.load(..., weights_only=True) by @MMathisLab in #2823
create_labeled_video fails with single animal TensorFlow models by @n-poulsen in #2826
Merges main into pytorch_dlc by @n-poulsen in #2828
Restore "Build skeleton" button by @maximpavliv in #2831
Improve deeplabcut.pose_estimation_pytorch imports by @n-poulsen in #2833
Improve train_network() docstring by @maximpavliv in #2836
get_detector_inference_runner: resolve the device from the model config when None by @nattse in #2841
Update docs video_inference_superanimal() by @maximpavliv in #2848
Fix - setting cropping parameters in analyze_videos for PyTorch models by @n-poulsen in #2849
Improvements to default configs by @n-poulsen in #2860
Dynamic update of pytorch config with dot notation by @maximpavliv in #2859
fix broken train_network argument display_iters in the GUI by @n-poulsen in #2865
ReID Tracking dataset creation for PyTorch models by @n-poulsen in #2861
Merges main into pytorch_dlc by @maximpavliv in #2876
fix evaluation for ma models, following change in 'deeplabcut/core/metrics/api.py' by @Zelin2001 in #2872
Fix check version timeout Version 2 (compatible with Windows and MacOS) by @maximpavliv in #2820
fix entrypoint for dlc by @hmaarrfk in #2863
Fix entrypoint - Requested changes by @maximpavliv in #2883
Fix assert in compute_detection_rmse() by @maximpavliv in #2879
Rename CLI command to dlc by @maximpavliv in #2885
add animal_names parameter for pytorch models by @n-poulsen in #2890
Facelift for codespell config: newer codespell, annotation to PRs, codespell config centralization by @yarikoptic in #2891
Improvements to the create project GUI by @n-poulsen in #2892
Set pcutoff per-bodypart when evaluating PyTorch models by @n-poulsen in #2889
Fix Codespell by @maximpavliv in #2899
Fixes failing tests by @n-poulsen in #2901
Implement create_pretrained_project() for Pytorch engine by @maximpavliv in #2897
Improve tracklet creation for ID-only tracking by @n-poulsen in #2903
Error handling when extracting frames fails in the GUI by @n-poulsen in #2904
Fixing video creation from tracks in DLC 2* by @AlexEMG in #2910
[WIP] DLC 3.0 - Review documentation by @maximpavliv in #2881
DeepLabCut 3.0 - Updates to COLABs and Notebooks for the PyTorch Engine by @n-poulsen in #2868
Option to export top-down models without detectors by @n-poulsen in #2911
🔥 New main backend Deep Learning Library (Engine) for DeepLabCut: PyTorch by @MMathisLab in #2613
fix publish-book by @n-poulsen in #2912
RC7 release from main by @AlexEMG in #2913
Fix testscript_superanimal_create_pretrained_project by @maximpavliv in #2915
Fix circular import by @maximpavliv in #2917
Add engine example to docstring in create_training_dataset() by @maximpavliv in #2921
_create_video_from_tracks fix by @KonradDanielewski in #2908
Save predicted poses in evaluate_multianimal_full() by @maximpavliv in #2902
Reading apply_prob for augmentation pipeline from config by @aiyeraditya in #2843
Tracking benchmarking - Updates by @maximpavliv in #2905
Add a COLAB for human pose estimation using RTMPose by @n-poulsen in #2918
NMS for DEKR models by @n-poulsen in #2907
Default net type in config set according to engine by @maximpavliv in #2924
Add bbox_margin as a parameter to the pytorch config by @n-poulsen in #2933
Implement snapshots_to_evaluate for PyTorch models by @n-poulsen in #2936
Fix: check assembly length before getting first element. by @n-poulsen in #2935
Fix docstring by @maximpavliv in #2939
Fix ModelZoo Colab by @maximpavliv in #2946
Update DEEPLABCUT.yaml by @MMathisLab in #2948
Dynamic cropping for top-down models by @n-poulsen in #2919
Fix missing detector in Create Training Dataset GUI with animaltokenpose and rtmpose architectures by @maximpavliv in #2938
Correct dlc_torch README by @maximpavliv in #2941
Update CI/CD pipeline by @n-poulsen in #2947
Unsupervised ID tracking through the GUI - set of videos instead of list by @n-poulsen in #2956
Update README.md by @MMathisLab in #2955
create_training_model_comparison: check that existing_shuffles is not empty by @n-poulsen in #2957
Addition of BUCTD Models by @n-poulsen in #2952
Update bug_report.yml --> new assignment! by @MMathisLab in #2958
lower default LR to 5e-4 for ResNets and CSPNeXt by @n-poulsen in #2960
DeepLabCut: Fix pandas FutureWarning in evaluate_multianimal.py (inplace=True in .replace()) by @Denny-Hwang in #2927
Updates to deeplabcut-docker for DeepLabCut 3.0 by @n-poulsen in #2963
Update bug_report.yml by @MMathisLab in #2966
Clarify the CTD evaluation conditions and fix the variable reference used for URL access by @xiu-cs in #2978
Fix BUCTD Colab link by @maximpavliv in #2979
Remove duplicate dlclibrary specification in the setup.py by @hmaarrfk in #2972
Use R-strings in docstrings containing backslashes by @hmaarrfk in #2971
Improve CTD preprocessors pipeline by @maximpavliv in #2984
Update installation.md by @MMathisLab in #2994
[Docs] pcutoff per bodypart documentation by @maximpavliv in #2997
Update docstring and comment by @maximpavliv in #2981
Update test_metrics_map_computation.py by @MMathisLab in #3004
docs updates, install and readme page by @MMathisLab in #3005
extra ` removed by @MMathisLab in #3008
Fix BUCTD figure in architectures docs by @maximpavliv in #2980
Update README.md by @MMathisLab in #3011
Fix CTD configs and docs inconsistencies by @LucZot in #3010
Bump torch from 2.6.0 to 2.7.1 by @dependabot in #3006
Shaokai/faster inference by @yeshaokai in #3012
formatting fixes by @MMathisLab in #3015
Shaokai/rtmpose in modelzoo by @yeshaokai in #3014
Fix deeplabcut.train_network object detector training evaluation step by @jlb112 in #3013
Fix and Enhance Adapted Model Checkpoint Path Resolution in video_inference_superanimal(*) by @xiu-cs in #3009
Fix reID Colab installation by @maximpavliv in #3021
Fix Demo SuperAnimal colab by @maximpavliv in #3022
Colab YourData SuperAnimal - add model and detector options by @maximpavliv in #3023
Fix BUCTD Colab by @maximpavliv in #3020
BUCTD GUI integration by @maximpavliv in #3016
reID revert to pre-DLC3 to stay with maDLC paper by @MMathisLab in #3028
Adding demos to Docs by @MMathisLab in #3029
Updated to 3.0.0rc9 and remove superanimal folder by @AlexEMG in #3025
Fix CTDInferenceRunner by @maximpavliv in #3018
Set matplotlib in non-interactive backend during tests by @maximpavliv in #3027
Readme additions by @MMathisLab in #3032
Path fix for jupyter book by @AlexEMG in #3033
Set default to pm 180 by @AlexEMG in #3035
edge case fix / rc10 by @MMathisLab in #3036

New Contributors

@Zelin2001 made their first contribution in #2668
@YankoFelipe made their first contribution in #2737
@SowonKIMM made their first contribution in #2688
@xiu-cs made their first contribution in #2793
@aiyeraditya made their first contribution in #2843
@Denny-Hwang made their first contribution in #2927
@dependabot made their first contribution in #3006
@jlb112 made their first contribution in #3013

Full Changelog: v2.3.11...v3.0.0rc10

v2.3.11 🐛 fixes, package maintenance (TF only)

2025-02-18T13:03:05Z

What's Changed

Update beginners-guide.md by @MMathisLab in #2619
Update DEEPLABCUT.yaml by @EitanHemed in #2625
Add feature to evaluate network for specfic, named snapshots. by @Tetra-quark in #2508
fixed file dialog not showing uppercase file extension video files by @park-jsdev in #2645
Swap button added to the track refinement GUI by @JulianAlvarezdeGiorgi in #2680
Fixes for testscript_3d.py by @jesse-gilmer in #2443
Allow processing of videos in MKV containers by @ximion in #2701
add in CZI EOSS badge and funding section by @MMathisLab in #2735
Fix minimalnumberofconnections by @segashin in #2718
Benchmarking user guide by @dikraMasrour in #2716
adding docs for using data labeled elsewhere (formatting) by @MMathisLab in #2736
Update standardDeepLabCut_UserGuide.md by @bendichter in #2761
Create citation.md by @MMathisLab in #2767
Fix failing tests - tmpdir_factory dir creation on OSX by @n-poulsen in #2768
Update DLC3 PyTorch docs by @n-poulsen in #2804
Pins numpy<2, fix svd for scipy>=1.11.0 by @n-poulsen in #2827
Fix reading filtered state by @maximpavliv in #2844
Remove pickle5 dependency from madlc Colab by @maximpavliv in #2846
Fixed dropimagesduetolackofannotation to work with single-animal data by @n-poulsen in #2850
Fixed conversion of dict to list for proper future indexing by @m-beau in #2855
fixes to label_frames, addition of docstring by @n-poulsen in #2858
Pin TensorFlow according to OS; Fix DeepLabCut install in Colab to deal with new requirements. by @n-poulsen in #2862
Remove unused GUI button in analyze videos tab by @maximpavliv in #2875
Fix video addition in VideoSelectionWidget by @maximpavliv in #2878
v2.3.11 by @AlexEMG in #2882
improved handling of animal names when analyzing videos by @n-poulsen in #2884

New Contributors

@park-jsdev made their first contribution in #2645
@JulianAlvarezdeGiorgi made their first contribution in #2680
@jesse-gilmer made their first contribution in #2443
@ximion made their first contribution in #2701
@segashin made their first contribution in #2718
@dikraMasrour made their first contribution in #2716
@bendichter made their first contribution in #2761
@m-beau made their first contribution in #2855

@maximpavliv joined the software team!

Funding includes ChanZuckerberg Initiative's Essential Open Source Software for Science. Thanks!

Full Changelog: v2.3.10...v2.3.11

v2.3.10

2024-06-16T13:28:37Z

What's Changed

Doc re-arrangement in the TOC by @MMathisLab in #2523
slight change to setup (move all TF to TF tag; pin tables, add note that python 3.9 is currently required by @MMathisLab in #2517
Use video crop coordinates appropriately in create_video_with_all_detections by @jeylau in #2524
Avoid infinite loop in mine() when there are no overlapping tracklets by @jeylau in #2525
fix manual frame extraction with symlinks by @n-poulsen in #2527
Update COLAB_DLC_ModelZoo.ipynb by @MMathisLab in #2533
Adding a Quick Guide (from the wiki to the docs!) by @MMathisLab in #2532
quick file fix by @MMathisLab in #2534
Update installTips.md by @MMathisLab in #2536
Video analysis on cropped videos: bug fixes for extract_outlier_frames and create_video_with_all_detections by @n-poulsen in #2538
MacOS CI Fix - FFMpeg Installation by @n-poulsen in #2559
niels/check_for_duplicate_videos by @n-poulsen in #2558
Update setup.py by @MMathisLab in #2526
bug fix: missing images during evaluation by @n-poulsen in #2570
Update label and warn users of the absence of videos by @jeylau in #2586
pin matplotlib version by @n-poulsen in #2583
Correct DEEPLABCUT.yaml and DEEPLABCUT_M1.yaml reference. by @midumitrescu in #2573
minor spelling fixes by @MMathisLab in #2594
Fix 2d line data setter by @jeylau in #2599
Auto check for dlclibrary & napari-deeplabcut updates when the GUI opens by @jeylau in #2600
Update README.md by @MMathisLab in #2601
Release by @AlexEMG in #2602

New Contributors

@midumitrescu made their first contribution in #2573

Full Changelog: v2.3.9...v2.9.10

v2.9.10

2024-06-07T16:08:54Z

prepf for 2.3.10 (#2602)

Updates and bug fixes

2024-02-08T18:42:44Z

Add GUI help button back by @jeylau in #2507

What's Changed

Pull demo data from Zenodo by @jeylau in #2440
Update maDLC_UserGuide.md by @Timokleia in #2446
Fix bug dataset and metadataset fixes #2390 by @Tetra-quark in #2405
Bug fix: add_new_videos(..., extract_frames=True) by @n-poulsen in #2468
bug fix: empty predictions during video analysis by @n-poulsen in #2467
Update README.md by @MMathisLab in #2464
Update AUTHORS by @MMathisLab in #2475
updated macOS runner to 13 by @n-poulsen in #2484
Update README.md by @Timokleia in #2496
Bump version of tables installed during CI by @jeylau in #2500
updated COLAB notebooks to install a CUDA version compatible with DLC by @n-poulsen in #2506
updated package requirements by @n-poulsen in #2513
Test for the presence of snapshot files when using modelzoo by @jeylau in #2485
Version update by @AlexEMG in #2514

Full Changelog: v2.3.8...v2.3.9

Expanded GUI features for the DLC ModelZoo

2023-11-07T20:28:40Z

What's Changed

better augmentation for maDLC: Fix fliplr augmentation for multi animal 2 by @biol-jsh in #2043
Improved transfer learning for DLC ModelZoo by @yeshaokai in #2389
Improvements to the model zoo's GUI tab by @jeylau in #2431
"deeplabcut.filterpredictions" and "deeplabcut.analyze_skeleton" return mappings by @rahulporuri in #1908
Let user change the search window size during corner detection refinement by @jeylau in #2414
Install DLC from PyPI rather than its local version in M1 Macs by @jeylau in #2416
Correct link to platform specifications page by @molecules in #2423
Automatically check for napari-deeplabcut updates (in addition to DLC) by @jeylau in #2422
Smartly restore pretrained model weights by @jeylau in #2426
Fix video adaptation by @jeylau in #2436

New Contributors

@molecules made their first contribution in #2423

Funding includes ChanZuckerberg Initiative's Essential Open Source Software for Science. Thanks!

Full Changelog: v2.3.7...v2.3.8

Minor fixes

2023-10-10T14:27:14Z

What's Changed

update the lr when switching to adam optimizer by @n-poulsen in #2393
Update maDLC_UserGuide.md by @Timokleia in #2394
Fix testscript.py execution: set max_iters when training network by @n-poulsen in #2395
Update python-package.yml by @MMathisLab in #2401
Bump python to 3.9 in DEEPLABCUT.yaml environment file by @jeylau in #2402
Address underlying compatibility issue with scipy 1.11.0 by @hmaarrfk in #2396
Update standardDeepLabCut_UserGuide.md by @MMathisLab in #2403
Unifying docs on Napari DeepLabCut by @Timokleia in #2399
Update publish-book.yml by @MMathisLab in #2404
Napari Flowchart by @Timokleia in #2406
Minor modifications to deploy_book github action by @jeylau in #2407
Update URL of napari shortcuts SVG by @jeylau in #2408
update notebooks and COLAB by @n-poulsen in #2411
GUI - Fix config YAML edition (start list indexing at 0) by @n-poulsen in #2412
Fix link typos and conversion by @AlexEMG in #2409
Update version by @AlexEMG in #2413

Full Changelog: v2.3.6...v2.3.7

Funding includes ChanZuckerberg Initiative's Essential Open Source Software for Science. Thanks!

Bug fixes and minor updates

2023-09-20T21:48:18Z

What's Changed

Fix deprecated numpy builtin type by @jeylau in #2270
Fix display bodyparts by @KonradDanielewski in #2264
fix drawing of skeleton when displayedbodyparts != all by @KonradDanielewski in #2274
stitch_tracklets crashes when not enough tracks are found by @n-poulsen in #2273
Pass train/test indices to create_multianimaltraining_dataset by @jeylau in #2272
renamed attempttomakefolder to attempt_to_make_folder by @rizarae-p in #2271
pin scipy to less than 1.11.0 by @n-poulsen in #2290
Fixed draw_bbox when pyplot is in non-interactive mode by @n-poulsen in #2288
Bug fix spatiotemporal adaptation kwargs by @n-poulsen in #2291
Update README.md by @MMathisLab in #2294
Avoid creating training dataset with multiple scorers by @KonradDanielewski in #2287
handles empty frame in video adaptation by @yeshaokai in #2258
Update DEEPLABCUT.yaml by @MMathisLab in #2299
pinned tensorflow to <2.13.0 by @n-poulsen in #2308
Manual outlier_frame_extraction bugfix by @n-poulsen in #2307
Fix windows video selection for extraction in the GUI by @KonradDanielewski in #2286
Add function to get per-bodypart RMSE by @n-poulsen in #2315
Plot keypoint confidence as alpha value by @n-poulsen in #2319
Some usability improvements to the main GUI by @jeylau in #2275
fix broken gputouse by @ludovicbellier in #2320
Avoid assembling if already done and overwrite == False by @KonradDanielewski in #2317
Pose_cfg.yaml recipe by @KonradDanielewski in #2331
Add link to hyperparams/augmentation guide by @KonradDanielewski in #2333
Update DEEPLABCUT.yaml by @MMathisLab in #2325
bug fix: assemblies filename print by @n-poulsen in #2346
Fixed analyze_videos docstring by @n-poulsen in #2354
ortholonal -> orthogonal by @yowayb in #2368
Do not unpickle unit test data with pandas by @jeylau in #2373
Updated deeplabcut installation in colab notebooks by @n-poulsen in #2376
Added a new recipe on how to publish new recipes by @rizarae-p in #2334
Remove unused parameter num_shuffles from check_for_weights function. by @Tetra-quark in #2360
Update installation.md by @MMathisLab in #2378
Update installation.md by @MMathisLab in #2379
updated Model Zoo Colab notebook by @MMathisLab in #2381
Doc clean up by @MMathisLab in #2380
Clean up Model Zoo superanimal notebook by @MMathisLab in #2382
Fix interp kwarg in imresize function. by @Tetra-quark in #2374
Add build matrix for docker images, update images by @stes in #1936
Update UseOverviewGuide and docker guide by @MMathisLab in #2384
Update README.md by @MMathisLab in #2385
Bug fixes VideoWriter: video names with spaces by @n-poulsen in #2388
Branch for new version by @AlexEMG in #2392

New Contributors

@rizarae-p made their first contribution in #2271
@yowayb made their first contribution in #2368
@Tetra-quark made their first contribution in #2360

Full Changelog: v2.3.5...v2.3.6

v2.3.5

2023-05-31T13:54:35Z

What's Changed

Fetch mice demo data from Zenodo by @jeylau in #2223
Changing except Error type to match no files found by @nattse in #2226
Fix randomly failing multi-animal test script by @jeylau in #2233
Fix rectangle selector by @n-poulsen in #2227
Moved sections from H3 to H2 by @aoot in #2231
removed deprecated install tips for mac m1/m2 by @n-poulsen in #2234
Fix docstring in video_inference_superanimal by @stes in #2236
4 additional unit-tests by @AlexEMG in #2239
Update URL for deeplabcut-docker by @stes in #2249
Update bug_report.yml by @MMathisLab in #2250
Allow frame extraction on a video subset in GUI by @jeylau in #2238
Basicformatting by @AlexEMG in #2241
Explicitely use QRegularExpression instead of implicit string conversion by @hmaarrfk in #2244
Use QFrame.Shape.StyledPanel instead of QFrame.StyledPanel by @hmaarrfk in #2243
Update use of .Directory for PySide6.5.0 by @hmaarrfk in #2247
Additions to modelzoo APIs by @yeshaokai in #2198
Update setup.py, docs by @MMathisLab in #2255
version update by @AlexEMG in #2257

New Contributors

@nattse made their first contribution in #2226
@n-poulsen made their first contribution in #2227
@aoot made their first contribution in #2231

Funding includes ChanZuckerberg Initiative's Essential Open Source Software for Science. Thanks!

Full Changelog: v2.3.4...v2.3.5

Minor updates and bug fixes

2023-05-01T13:29:25Z

What's Changed

Fix model zoo video adaptation by @jeylau in #2181
GUI fixes by @KonradDanielewski in #2126
Guarantee tracks are sorted by predicted identity by @jeylau in #2194
Improved thread-safety of tracklet refinement GUI by @jeylau in #2191
Catch ValueError when tracklet dict is empty by @jeylau in #2189
Copy rather than move video files when symlink creation fails by @jeylau in #2187
Auto default to ellipse in create_labeled_video for multi-animal projects by @jeylau in #2188
Fix deprecated features in pandas 2.0 by @jeylau in #2160
Update installation.md by @MMathisLab in #2214
Fix AttributeError in Analyze Video tab with single animal projects by @jeylau in #2210
Fix ArtistList's AttributeError by @jeylau in #2216
Update multiple_individuals_trainingsetmanipulation.py by @MMathisLab in #2219
codespell: config, action and a few typos fixed by @yarikoptic in #2217
Fix typo in refine_tracklets.py by @xun468 in #2221
v2.3.4 -- Update version for release by @AlexEMG in #2222

New Contributors

@yarikoptic made their first contribution in #2217
@xun468 made their first contribution in #2221

Full Changelog: v2.3.2...v2.3.4

Funding includes ChanZuckerberg Initiative's Essential Open Source Software for Science. Thanks!