GenerativeModels Versions Save

MONAI Generative Models makes it easy to train, evaluate, and deploy generative models and related applications

0.2.3

3 months ago

What's Changed

Fixes model zoo scheduler args by @marksgraham in https://github.com/Project-MONAI/GenerativeModels/pull/398
373 add code for spade vae gan by @virginiafdez in https://github.com/Project-MONAI/GenerativeModels/pull/405
support diff cond type in infererer by @guopengf in https://github.com/Project-MONAI/GenerativeModels/pull/416
Move kld loss into SPADE Network by @marksgraham in https://github.com/Project-MONAI/GenerativeModels/pull/413
support convtranspose and activation checkpointing by @guopengf in https://github.com/Project-MONAI/GenerativeModels/pull/415
add spatial rescaler by @guopengf in https://github.com/Project-MONAI/GenerativeModels/pull/414
Update README.md by @marksgraham in https://github.com/Project-MONAI/GenerativeModels/pull/418
Add pad and cropping options to the Latent Diffusion Inferer (+ test). by @virginiafdez in https://github.com/Project-MONAI/GenerativeModels/pull/421
Replace deprecated monai transforms by @marksgraham in https://github.com/Project-MONAI/GenerativeModels/pull/430
Fixes SPADE flake8 by @marksgraham in https://github.com/Project-MONAI/GenerativeModels/pull/431
Add dropout for conditioning cross-attention blocks. by @virginiafdez in https://github.com/Project-MONAI/GenerativeModels/pull/407
Added SPADE-LDM code taking into account new changes to main: by @virginiafdez in https://github.com/Project-MONAI/GenerativeModels/pull/436
Added normal and latent inferers for ControlNet. Added tests (copied … by @virginiafdez in https://github.com/Project-MONAI/GenerativeModels/pull/439
Added SPADE functionality on the decode call for the sample methods. by @virginiafdez in https://github.com/Project-MONAI/GenerativeModels/pull/441
Update README.md by @marksgraham in https://github.com/Project-MONAI/GenerativeModels/pull/444
Update setuppy and pyprojecttoml by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/401
445 fix controlnet tutorial by @virginiafdez in https://github.com/Project-MONAI/GenerativeModels/pull/448
Issue was coming from the definition of SpatialPad (self.ldm_resizer)… by @virginiafdez in https://github.com/Project-MONAI/GenerativeModels/pull/449
446 Fix the way reversed_step in DDIM treats the first alpha in alphas_cumprod by @matanat in https://github.com/Project-MONAI/GenerativeModels/pull/452
Add warning when initialising the patchgan discriminator with batchnorm in a distributed environment by @marksgraham in https://github.com/Project-MONAI/GenerativeModels/pull/454

New Contributors

@guopengf made their first contribution in https://github.com/Project-MONAI/GenerativeModels/pull/416
@matanat made their first contribution in https://github.com/Project-MONAI/GenerativeModels/pull/452

Full Changelog: https://github.com/Project-MONAI/GenerativeModels/compare/0.2.2...0.2.3

0.2.2

11 months ago

What's Changed

Adding tutorial on 2D super resolution using lightning by @OeslleLucena in https://github.com/Project-MONAI/GenerativeModels/pull/365
Adding components and refactoring of schedulers by @ericspod in https://github.com/Project-MONAI/GenerativeModels/pull/285
Create python-publish.yml by @ericspod in https://github.com/Project-MONAI/GenerativeModels/pull/391
Use monai instead of monai-weekly in the requirements by @mingxin-zheng in https://github.com/Project-MONAI/GenerativeModels/pull/392

New Contributors

@mingxin-zheng made their first contribution in https://github.com/Project-MONAI/GenerativeModels/pull/392

Full Changelog: https://github.com/Project-MONAI/GenerativeModels/compare/0.2.1...0.2.2

0.2.1

1 year ago

What's Changed

2d controlnet tutorial by @marksgraham in https://github.com/Project-MONAI/GenerativeModels/pull/385
389 add torchvision resnet50 support by @yiheng-wang-nv in https://github.com/Project-MONAI/GenerativeModels/pull/390

New Contributors

@yiheng-wang-nv made their first contribution in https://github.com/Project-MONAI/GenerativeModels/pull/390

Full Changelog: https://github.com/Project-MONAI/GenerativeModels/compare/0.2.0...0.2.1

0.2.0

1 year ago

What's Changed

Adds likelihood computation by @marksgraham in https://github.com/Project-MONAI/GenerativeModels/pull/122
Add classifier-free guidance tutorial by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/131
Add missing scale by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/147
Fix 2d-ldm-tutorial. by @JessyD in https://github.com/Project-MONAI/GenerativeModels/pull/151
Add 3d percetual loss by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/158
Adds inpainting tutorials by @marksgraham in https://github.com/Project-MONAI/GenerativeModels/pull/161
Fix set_timesteps by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/163
Add stable diffusion v2.0 x4 upscaler tutorial by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/148
Added the MMD Metric and tests by @danieltudosiu in https://github.com/Project-MONAI/GenerativeModels/pull/152
Add v_prediction and update docstrings by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/165
Add RadImageNet to Perceptual Loss by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/153
Add option num_head_channels as Sequence by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/172
Fix kernel_size in quant_conv and post_quant_conv layers by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/170
Fix "medicalnet_..." network_type used with spatial_dims==2 by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/167
Adds context error by @marksgraham in https://github.com/Project-MONAI/GenerativeModels/pull/175
Remove ununsed predict_epsilon by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/184
Fix TestDiffusionSamplingInferer by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/180
Add option to use residual blocks for updownsampling by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/176
Optimise Attention Mechanisms by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/145
Fix F.interpolate usage with bfloat16 by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/157
Pretrained DDPM by @marksgraham in https://github.com/Project-MONAI/GenerativeModels/pull/177
Add full precision attention by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/189
Add FID by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/40
Update tests, CI and pre-commit by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/193
Fix missing init.py by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/200
Replace FeedForward with MLPBlock by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/201
Remove python3.8 as default_language_version by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/209
Refactor code with new pre commit configuration by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/207
Fixes by @marksgraham in https://github.com/Project-MONAI/GenerativeModels/pull/211
Modify sample function to divide by scale factor before passing to th… by @virginiafdez in https://github.com/Project-MONAI/GenerativeModels/pull/214
Addition of is_fake_3d setting condition to error in PerceptualLoss by @virginiafdez in https://github.com/Project-MONAI/GenerativeModels/pull/215
Add verification code by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/221
Suspend CI by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/224
Sequence Ordering class by @danieltudosiu in https://github.com/Project-MONAI/GenerativeModels/pull/168
Add AutoregressiveTransformer by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/225
Remove ch_mult from AutoencoderKL by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/220
Fix print messages for MS-SSIM by @JessyD in https://github.com/Project-MONAI/GenerativeModels/pull/230
228 update pretrained ddpm by @marksgraham in https://github.com/Project-MONAI/GenerativeModels/pull/233
WIP by @OeslleLucena in https://github.com/Project-MONAI/GenerativeModels/pull/202
Add annotations from future by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/239
Change num_res_blocks to Sequence[int] | int by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/238
Change num_res_channels and num_channels to Sequence[int] | int by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/237
Initialise inference_timesteps to train_timesteps by @marksgraham in https://github.com/Project-MONAI/GenerativeModels/pull/240
Fix eval mode for stage_2 by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/246
Fix format by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/250
Fix format by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/251
Use no_grad decorator for sample method by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/244
Add VQVAE + Transformer inferer by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/242
Fix TypeError by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/254
Harmonise VQVAE with AutoencoderKL by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/248
Adds transformer get_likelihood by @marksgraham in https://github.com/Project-MONAI/GenerativeModels/pull/257
Changed PatchAdversarialLoss to allow for least-squares criterion to … by @virginiafdez in https://github.com/Project-MONAI/GenerativeModels/pull/262
258 fix diffusion inferer by @marksgraham in https://github.com/Project-MONAI/GenerativeModels/pull/265
Fixes type by @marksgraham in https://github.com/Project-MONAI/GenerativeModels/pull/264
Change default values by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/267
106 vqvae transfomer tutorial by @Ashayp31 in https://github.com/Project-MONAI/GenerativeModels/pull/236
203 add scale factor to the ldm training tutorials by @virginiafdez in https://github.com/Project-MONAI/GenerativeModels/pull/271
Mednist Bundle by @ericspod in https://github.com/Project-MONAI/GenerativeModels/pull/263
Add cache_dir by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/278
Add option to use flash attention by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/222
Set param.requires_grad = False by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/273
Update loss imports by @marksgraham in https://github.com/Project-MONAI/GenerativeModels/pull/279
Add Brain LDM to model-zoo by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/188
Fix 3D DDPM tutorial by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/277
Add use_flash_attention argument by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/284
Fixes transformer max_sequence_length training/inference by @marksgraham in https://github.com/Project-MONAI/GenerativeModels/pull/282
Add MIMIC pretrained model by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/286
Fix validation data in tutorials by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/291
Fix prediction_type="sample" by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/300
Moving DiffusionPrepareBatch by @ericspod in https://github.com/Project-MONAI/GenerativeModels/pull/305
Change transformer number of tokens by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/303
Add tutorial performing anomaly detection based on likelihoods from generative models by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/298
Add causal self-attention block by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/218
Remove TODOs by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/310
Fix num_head_channels by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/316
Update AutoencoderKL and add more content by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/315
fixed typo in anomaly detection tutorial by @vacmar01 in https://github.com/Project-MONAI/GenerativeModels/pull/321
Fix generate function by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/322
Clip image_data values before casting to uint8 by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/324
314 fix transformer training by @marksgraham in https://github.com/Project-MONAI/GenerativeModels/pull/318
Fix xtransformer error by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/327
Update README.md by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/328
150 - Diff-scm by @SANCHES-Pedro in https://github.com/Project-MONAI/GenerativeModels/pull/306
Update tutorial by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/329
Add README file to tutorial dir by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/330
Add more content to tutorial by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/331
Fix dependencies and license by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/332
Update README.md by @marksgraham in https://github.com/Project-MONAI/GenerativeModels/pull/333
Update anomaly detection notebook by @marksgraham in https://github.com/Project-MONAI/GenerativeModels/pull/334
initial commit anomaly detection with gradient guidance by @JuliaWolleb in https://github.com/Project-MONAI/GenerativeModels/pull/190
Fix formatting by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/340
fix transformer max_sequence_length by @marksgraham in https://github.com/Project-MONAI/GenerativeModels/pull/335
Fix typo by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/341
Remove dependency on x transformers by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/325
Add flash attention to Transformers by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/342
Makes use of inferer classes for training and sampling by @marksgraham in https://github.com/Project-MONAI/GenerativeModels/pull/347
Fix MS-SSIM by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/348
initial commit for segmentation with diffusion models by @JuliaWolleb in https://github.com/Project-MONAI/GenerativeModels/pull/292
Fix format by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/349
Use double in FID computation by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/350
Adopt exact computation of FID by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/355
Fixing vulnerable version of setuptools by @ericspod in https://github.com/Project-MONAI/GenerativeModels/pull/360
Diffusion Autoencoder tutorial by @SANCHES-Pedro in https://github.com/Project-MONAI/GenerativeModels/pull/361
Fix typo by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/367
Fix number of attention heads by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/369
Update CXR model by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/336
Add sample figures by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/370
Fix CUDA device mismatch by @ycremar in https://github.com/Project-MONAI/GenerativeModels/pull/371
Fix grad strides warning when using ddp by @marksgraham in https://github.com/Project-MONAI/GenerativeModels/pull/375
Fix MMD Metric by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/368
Add ControlNet by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/358
Evaluate the performance of generative models (realism and diversity) by @JessyD in https://github.com/Project-MONAI/GenerativeModels/pull/227
Remove asserts by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/383
Bump to version 0.2 by @Warvito in https://github.com/Project-MONAI/GenerativeModels/pull/384

New Contributors

@OeslleLucena made their first contribution in https://github.com/Project-MONAI/GenerativeModels/pull/202
@Ashayp31 made their first contribution in https://github.com/Project-MONAI/GenerativeModels/pull/236
@ericspod made their first contribution in https://github.com/Project-MONAI/GenerativeModels/pull/263
@vacmar01 made their first contribution in https://github.com/Project-MONAI/GenerativeModels/pull/321
@JuliaWolleb made their first contribution in https://github.com/Project-MONAI/GenerativeModels/pull/190
@ycremar made their first contribution in https://github.com/Project-MONAI/GenerativeModels/pull/371

Full Changelog: https://github.com/Project-MONAI/GenerativeModels/compare/0.1.0...0.2.0

0.1.0

1 year ago

Version 0.1.0 - Diffusion Models