Releases | Open Source Science

new NuScenes plugin #467, #472
new transformer backbones #463, #471, #481, #488: pretrained swin_s, swin_b, swin_t_input_upsample
new Apollo checkpoints #473
lazy ops for visualizer #490

- Python
Published by svenkreiss over 4 years ago

openpifpaf - v0.12.13

fix regression: avoid CenterPad when batch=1 #453
include draw time in "post" time #454

- Python
Published by svenkreiss almost 5 years ago

openpifpaf - v0.12.12

constrain Pillow dependency below 8.3 for torchvision compatibility
Wholebody fixes #451
det decoder: nms by category and minor fix to nms suppression
debug: properly show crowd annotations in encoder debug plots

- Python
Published by svenkreiss almost 5 years ago

openpifpaf - v0.12.11

wheels for aarch64
new pretrained models: mobilenetv3large and resnet18-cocodet
show: default output is now jpeg with image-dpi-factor=2.0
ONNX export with dynamic batch dimension

- Python
Published by svenkreiss almost 5 years ago

openpifpaf - v0.12.10

new Guide tutorials: Wholebody, Apollo, Animals
Predictor API
MobileNetv3 backbone
BCE background clamp
support and CI tests for Python 3.9
fix for multiple metrics

- Python
Published by svenkreiss about 5 years ago

openpifpaf - v0.12.9

new tutorials: Custom Dataset and ApolloCar3D
bugfix: inverse ground-truth annotation for metric #399
scipy is now an optional dependency
binaries for Apple Silicon (universal2 and arm64)
automatically register plugins
pad before RotateUniform
area-of-interest based cropping now uses bounding box annotations and not keypoints
matplotlib 3.4 compatibility
ONNX 1.9 compatibility

- Python
Published by svenkreiss about 5 years ago

openpifpaf - v0.12.8

moved to github.com/openpifpaf/openpifpaf

- Python
Published by svenkreiss about 5 years ago

openpifpaf - v0.12.7

Apollo3D car model with 66 keypoints #376
new pretrained models for shufflenetv2k16 and shufflenetv2k30
new transforms.RotateUniform and transforms.RandomChoice #380
cython decoder.utils.Occupancy #381
refactor Stream source for video data #371
additional tests and minor changes for jit.script compatibility #377
improve visualization of occupancy map for debugging

- Python
Published by svenkreiss about 5 years ago

openpifpaf - v0.12.6

new training option: --clip-grad-value
new argument for video tool: --video-output=virtualcam
faster training startup when training from checkpoint: #363
test PyTorch 1.8
eval tool: show all available eval stats by default

- Python
Published by svenkreiss about 5 years ago

openpifpaf - v0.12.5

speed improvement for openpifpaf.video #362
new paper on arxiv: https://arxiv.org/abs/2103.02440

- Python
Published by svenkreiss about 5 years ago

openpifpaf - v0.12.4

A custom dependency blocked the upload of v0.12.3 to PyPI and this should be fixed now.

Other changes: * new datasets.NumpyImageList * OpenCV tutorial in Guide

- Python
Published by svenkreiss over 5 years ago

openpifpaf - v0.12.3

Minor. Mostly updates to the Guide.

- Python
Published by svenkreiss over 5 years ago

openpifpaf - v0.12.2

Minor bugfixes for exports for recent v0.12 release.

- Python
Published by svenkreiss over 5 years ago

openpifpaf - v0.12.1

Minor release on top of v0.12. See previous release notes.

Here: * fix Guide deploys * add --no-sync-batchnorm option

- Python
Published by svenkreiss over 5 years ago

openpifpaf - v0.12

Major rewrite with many backwards incompatible changes. The Guide is updated: https://vita-epfl.github.io/openpifpaf/intro.html

Major changes: * plugins: many components are now customizable with independent plugins; see Guide: Plugins Overview * Datamodule: a new class that holds all information related to datasets. Create a new Datamodule to add a new dataset to OpenPifPaf. Cifar10 is now implemented as a plugin and documented. * Metric: now you can implement your own with a plugin. * train on multiple datasets simultaneously * export to CoreML for iOS * export to onnx with full test with onnxruntime * --show and --save-all to either show or store all debug images as files for remote debugging * experimental support for DistributedDataParallel (DDP) training

- Python
Published by svenkreiss over 5 years ago

new --val-interval which replaces the use-cases for previous --duplicate-data
extended ColorJitter ranges for training: brightness=0.4, saturation=0.4, hue=0.1
PyLint 2.6 compatibility
matplotlib 3.3 compatibility
Cython 0.29.21

- Python
Published by svenkreiss almost 6 years ago

openpifpaf - v0.11.8

PyTorch 1.6 compatibility
modified loss recommendation to avoid autotune
use versioneer to create dynamic version numbers
use stretch augmentation #262
improved decoding performance #252
add v0.8 cpp decoder #249

- Python
Published by svenkreiss almost 6 years ago

openpifpaf - v0.11.7

fix predict with multiple GPUs
fix ONNX optimization
fix dense connection option and add a test for it
suppress a warning during training that doesn't apply

- Python
Published by svenkreiss almost 6 years ago

openpifpaf - v0.11.6.post1

Fix logo and favicon for guide.

- Python
Published by svenkreiss almost 6 years ago

openpifpaf - v0.11.6

circular truncation for CifHr
extend Guide

- Python
Published by svenkreiss almost 6 years ago

new debug message for "neural network device" (to check cpu versus gpu usage)
debug output without plots is default; enable debug plots with new --debug-images

- Python
Published by svenkreiss about 6 years ago

openpifpaf - v0.11.2

pretrained resnet50 model
fix CUDA support in openpifpaf.video
add --version option to all CLIs

- Python
Published by svenkreiss about 6 years ago

openpifpaf - v0.11.0

major refactor
now requires Python>=3.6 for type annotations
new ShuffleNetV2 models: shufflenetv2k16w and shufflenetv2k30w
64bit loss and Focal Loss for confidences
fast fused convolutions for CompositeHeadFused
new handling of crowd annotations in encoder
new --extended-scale training and eval-coco option
decoding with frontier is default
more robust blending of connection candidates
introduced openpifpaf.visualizer and many improvements to visualization
[experimental] new cocodet dataset interface for detections

- Python
Published by svenkreiss about 6 years ago

openpifpaf - v0.10.1

faster decoder
refactored scale generation between loss and encoder

- Python
Published by svenkreiss over 6 years ago

openpifpaf - v0.10.0

major refactor: move all factory-code into factories
new experimental decoder
improved image rescaling randomization
module-level logging
index-matching bug fixed by @junedgar #147
tests for Windows, PyTorch 1.3 and with pylint 2.4

- Python
Published by svenkreiss over 6 years ago

openpifpaf - v0.9.0

make image transforms part of preprocessing #100
field-based two-scale implementation #101, also modifies single-scale decoder
added a show.CrowdPainter to visualize crowd annotations
new benchmark script and updated performance numbers in README.md, #104

- Python
Published by svenkreiss almost 7 years ago

openpifpaf - v0.8.0

add support for resnext50, shufflenetv2x1 and shufflenetv2x2
new pretrained models
new transforms.RandomApply() and transforms.RotateBy90(); removed old transforms
new blur augmentation
improved BCE masks #87

- Python
Published by svenkreiss almost 7 years ago

openpifpaf - v0.7.0

faster seed generation in decoder
training log plot improvements (labels, consistent colors)
improved debug visualizer for decoder

- Python
Published by svenkreiss almost 7 years ago