https://github.com/ensta-u2is-ai/torch-uncertainty

Open-source framework for uncertainty and deep learning models in PyTorch :seedling:
bayesian-network computer-vision ensembles mixup neural-networks predictive-uncertainty pytorch reliable-ai trustworthy-machine-learning uncertainty uncertainty-quantification
Added: over 1 year ago - Last Synced: 11 months ago - Created: February 01, 2023

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  • Main Language: Python
  • Commits: 783
  • Committers: 11
  • Issues: 23
  • Pull Requests: 77
https://github.com/ze-yang/lgkd

[ICCV 2023] Official implementation for "Label-Guided Knowledge Distillation for Continual Semantic Segmentation on 2D Images and 3D Point Clouds".
3d-point-clouds continual-learning continual-semantic-segmentation knowledge-distillation pytorch semantic-segmentation
Added: over 1 year ago - Last Synced: 11 months ago - Created: August 18, 2023

  • Relevant topics? true
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  • Main Language: Python
  • Commits: 52
  • Committers: 3
  • Issues: 1
  • Pull Requests: 0
  • Owner: Ze-Yang
  • Stars: 21
  • Forks: 1
  • Packages: 0
https://github.com/noisereduce/torchspectralgating

TorchSpectralGate is a PyTorch-based implementation of Spectral Gating, an algorithm for denoising audio signals.
acoustics audio enhancement noise-reduction parallel-computing pytorch signal-processing speech time-domain torch
Added: over 1 year ago - Last Synced: 11 months ago - Created: April 01, 2023

  • Relevant topics? true
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  • Main Language: Python
  • Commits: 55
  • Committers: 1
  • Issues: 1
  • Pull Requests: 2
  • Owner: noisereduce
  • Stars: 16
  • Forks: 0
  • Packages: 1
  • Downloads: 61
https://github.com/levan92/deep_sort_realtime

A really more real-time adaptation of deep sort
computer-vision deep-sort-tracking deepsort multi-object-tracking pytorch tracking
Added: over 1 year ago - Last Synced: 11 months ago - Created: July 05, 2019

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  • Main Language: Python
  • Commits: 182
  • Committers: 9
  • Issues: 35
  • Pull Requests: 15
  • Owner: levan92
  • Stars: 137
  • Forks: 41
  • Packages: 1
  • Downloads: 6,905
https://github.com/aican-research/fast-pathology

⚑ Open-source software for deep learning-based digital pathology
computational-pathology convolutional-neural-networks cplusplus deep-learning deployment digital-pathology fastpathology free-to-use inference machine-learning opencl opengl openvino pytorch software tensorflow tensorrt
Added: over 1 year ago - Last Synced: 11 months ago - Created: July 09, 2019

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  • Main Language: C++
  • Commits: 462
  • Committers: 4
  • Issues: 104
  • Pull Requests: 25
https://github.com/kyegomez/midas

Implementation of Midas from [Towards Robust Monocular Depth Estimation] in Pytorch and Zeta
ai artificial-intelligence ml multi-modal parallel python pytorch tensorflow vision-models
Added: over 1 year ago - Last Synced: 11 months ago - Created: January 26, 2024

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  • Main Language: Shell
  • Commits: 6
  • Committers: 3
  • Issues: 0
  • Pull Requests: 1
  • Owner: kyegomez
  • Stars: 6
  • Forks: 0
  • Packages: 0
https://github.com/stephenapx/ucd-scm

[IGARSS 2024] Segment Change Model (SCM) for Unsupervised Change detection in VHR Remote Sensing Images: a Case Study of Buildings
change-detection clip deep-learning fastsam pytorch remote-sensing sam satellite-imagery
Added: over 1 year ago - Last Synced: 11 months ago - Created: December 21, 2023

  • Relevant topics? true
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  • Main Language: Python
  • Commits: 3
  • Committers: 2
  • Issues: 2
  • Pull Requests: 0
  • Owner: StephenApX
  • Stars: 27
  • Forks: 1
  • Packages: 0
https://github.com/pistony/torch-toolbox

πŸ›  Toolbox to extend PyTorch functionalities
arcloss autoaugment cosinewarmuplr cosloss cutout cv2 flops initializers l2softmax labelsmoothing lmdb lmdb-dataset lookahead metrics mixup pytorch swish switchnorm teansform toolbox
Added: over 1 year ago - Last Synced: 11 months ago - Created: May 06, 2019

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  • Main Language: Python
  • Commits: 340
  • Committers: 9
  • Issues: 12
  • Pull Requests: 9
  • Owner: PistonY
  • Stars: 415
  • Forks: 56
  • Packages: 1
  • Downloads: 1,564
https://github.com/openvinotoolkit/nncf

Neural Network Compression Framework for enhanced OpenVINOβ„’ inference
bert classification compression deep-learning hawq mixed-precision-training mmdetection nlp object-detection onnx openvino pruning pytorch quantization quantization-aware-training semantic-segmentation sparsity tensorflow transformers
Added: over 1 year ago - Last Synced: 11 months ago - Created: May 13, 2020

  • Relevant topics? true
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  • Main Language: Python
  • Commits: 1778
  • Committers: 67
  • Issues: 61
  • Pull Requests: 797
  • Owner: openvinotoolkit
  • Stars: 772
  • Forks: 197
  • Packages: 2
  • Downloads: 71,044
https://github.com/muhd-umer/comyx

Comyx is an optimized and modular Python library for simulating wireless communication systems
6g noma numba numpy pytorch ray reinforcement-learning ris scipy simulation star-ris wireless-communication
Added: over 1 year ago - Last Synced: 11 months ago - Created: May 11, 2023

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  • Main Language: Python
  • Commits: 879
  • Committers: 2
  • Issues: 0
  • Pull Requests: 5
  • Owner: muhd-umer
  • Stars: 8
  • Forks: 0
  • Packages: 1
  • Downloads: 116
https://github.com/csailvision/semantic-segmentation-pytorch

Pytorch implementation for Semantic Segmentation/Scene Parsing on MIT ADE20K dataset
ade20k pytorch scene-recognition semantic-segmentation
Added: over 1 year ago - Last Synced: 11 months ago - Created: October 07, 2017

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  • Open source license? true
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  • Main Language: Python
  • Commits: 237
  • Committers: 13
  • Issues: 88
  • Pull Requests: 15
  • Owner: CSAILVision
  • Stars: 4830
  • Forks: 1080
  • Packages: 1
  • Downloads: 144
https://github.com/dsgoficial/pytorch_segmentation_models_trainer

Framework to train semantic segmentation models on Pytorch using yaml config files
hydra pytorch pytorch-lightning semantic-segmentation
Added: over 1 year ago - Last Synced: 11 months ago - Created: February 22, 2021

  • Relevant topics? true
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  • Open source license? true
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  • Main Language: Python
  • Commits: 589
  • Committers: 4
  • Issues: 2
  • Pull Requests: 98
  • Owner: dsgoficial
  • Stars: 15
  • Forks: 1
  • Packages: 0
https://github.com/kyegomez/soundstream

Implementation of SoundtStream from the paper: "SoundStream: An End-to-End Neural Audio Codec"
ai artificial-intelligence audio-model audioai codex convolution convolutional-layers convolutional-neural-networks machine-learning ml pytorch transformer
Added: over 1 year ago - Last Synced: 11 months ago - Created: January 04, 2024

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  • Main Language: Python
  • Commits: 8
  • Committers: 3
  • Issues: 0
  • Pull Requests: 1
  • Owner: kyegomez
  • Stars: 7
  • Forks: 0
  • Packages: 0
https://github.com/kevinmusgrave/powerful-benchmarker

A library for ML benchmarking. It's powerful.
benchmarking computer-vision deep-learning domain-adaptation machine-learning metric-learning pytorch transfer-learning
Added: over 1 year ago - Last Synced: 11 months ago - Created: November 09, 2019

  • Relevant topics? true
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  • Main Language: Jupyter Notebook
  • Commits: 861
  • Committers: 3
  • Issues: 86
  • Pull Requests: 15
  • Owner: KevinMusgrave
  • Stars: 426
  • Forks: 44
  • Packages: 1
  • Downloads: 198
https://github.com/pytorch/torcharrow

High performance model preprocessing library on PyTorch
preprocessing python pytorch
Added: over 1 year ago - Last Synced: 11 months ago - Created: September 27, 2021

  • Relevant topics? true
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  • Main Language: Python
  • Commits: 439
  • Committers: 54
  • Issues: 24
  • Pull Requests: 85
  • Owner: pytorch
  • Stars: 632
  • Forks: 78
  • Packages: 1
  • Downloads: 318
https://github.com/kyegomez/ast

Implementation of AST from the paper: "AST: Audio Spectrogram Transformer' in PyTorch and Zeta
ai artificial-intelligence attention machine machine-learning machine-learning-algorithms pytorch pytorch-implementation tensorflow
Added: over 1 year ago - Last Synced: 11 months ago - Created: December 30, 2023

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  • Main Language: Python
  • Commits: 13
  • Committers: 3
  • Issues: 0
  • Pull Requests: 3
  • Owner: kyegomez
  • Stars: 4
  • Forks: 0
  • Packages: 1
  • Downloads: 37
https://github.com/opendilab/lightzero

[NeurIPS 2023 Spotlight] LightZero: A Unified Benchmark for Monte Carlo Tree Search in General Sequential Decision Scenarios
alpha-beta-pruning alphazero atari board-game board-games continuous-control efficientzero gomoku gumbel-muzero gym mcts mcts-algorithm monte-carlo-tree-search muzero pytorch reinforcement-learning sampled-muzero self-play stochastic-muzero tictactoe
Added: over 1 year ago - Last Synced: 11 months ago - Created: October 08, 2022

  • Relevant topics? true
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  • Main Language: Python
  • Commits: 144
  • Committers: 19
  • Issues: 80
  • Pull Requests: 141
  • Owner: opendilab
  • Stars: 858
  • Forks: 68
  • Packages: 1
  • Downloads: 353
https://github.com/open-mmlab/mmocr

OpenMMLab Text Detection, Recognition and Understanding Toolbox
abcnet abinet crnn dbnet deep-learning fcenet key-information-extraction maskrcnn ocr pan panet psenet pytorch sar sdmg-r segmentation-based-text-recognition spts svtr text-detection text-recognition
Added: over 1 year ago - Last Synced: 11 months ago - Created: April 07, 2021

  • Relevant topics? true
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  • Main Language: Python
  • Commits: 1107
  • Committers: 93
  • Issues: 135
  • Pull Requests: 98
  • Owner: open-mmlab
  • Stars: 4131
  • Forks: 726
  • Packages: 2
  • Downloads: 6,070
https://github.com/nvidia/dali

A GPU-accelerated library containing highly optimized building blocks and an execution engine for data processing to accelerate deep learning training and inference applications.
audio-processing data-augmentation data-processing deep-learning fast-data-pipeline gpu gpu-tensorflow image-augmentation image-processing machine-learning mxnet neural-network paddle python pytorch
Added: over 1 year ago - Last Synced: 11 months ago - Created: June 01, 2018

  • Relevant topics? true
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  • Fork? false
  • Main Language: C++
  • Commits: 3570
  • Committers: 107
  • Issues: 428
  • Pull Requests: 939
  • Owner: NVIDIA
  • Stars: 4939
  • Forks: 605
  • Packages: 12
  • Downloads: 30,223
https://github.com/n3slami/ef-raft

Ef-RAFT: Rethinking RAFT for Efficient Optical Flow (MVIP 2024)
computer-vision cuda optical-flow pytorch
Added: over 1 year ago - Last Synced: 11 months ago - Created: February 14, 2023

  • Relevant topics? true
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  • Main Language: Python
  • Commits: 40
  • Committers: 9
  • Issues: 1
  • Pull Requests: 1
  • Owner: n3slami
  • Stars: 14
  • Forks: 2
  • Packages: 0
https://github.com/yihong1120/yolov8-license-plate-insights

This repository demonstrates YOLOv8-based license plate recognition with GCP Vision AI integration, enabling versatile real-world applications like vehicle identification, traffic monitoring, and geospatial analysis while capturing vital media metadata for enhanced insights.
computer-vision data-augmentation deep-learning gcp geospatial-analysis license-plate-recognition machine-learning media-metadata ml object-detection ocr opencv optical-character-recognition python pytorch traffic-monitoring ultralytics vehicle-identification vision-ai yolov8
Added: over 1 year ago - Last Synced: 11 months ago - Created: November 02, 2023

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  • Main Language: Jupyter Notebook
  • Commits: 59
  • Committers: 2
  • Issues: 2
  • Pull Requests: 0
https://github.com/wenjiedu/pypots

A Python toolkit/library for reality-centric machine/deep learning and data mining on partially-observed time series, including SOTA neural network models for scientific analysis tasks of imputation, classification, clustering, forecasting, & anomaly detection on incomplete industrial (irregularly-sampled) multivariate TS with NaN missing values
classification clustering data-mining data-science deep-learning forecasting healthcare imputation incomplete industrial interpolation machine-learning missing-values missingness neural-network partially-observed-time-series pytorch science-research time-series time-series-analysis
Added: over 1 year ago - Last Synced: 11 months ago - Created: March 29, 2022

  • Relevant topics? true
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  • Open source license? true
  • Active? true
  • Fork? false
  • Main Language: Python
  • Commits: 793
  • Committers: 8
  • Issues: 144
  • Pull Requests: 267
  • Owner: WenjieDu
  • Stars: 750
  • Forks: 72
  • Packages: 1
  • Downloads: 34,267
https://github.com/swanhubx/swanlab

🧐SwanLab: track and visualize all the pieces of your machine learning pipeline. 跟θΈͺδΈŽε―θ§†εŒ–δ½ ηš„ζœΊε™¨ε­¦δΉ ε…¨ζ΅η¨‹
data-science deep-learning fastapi jax machine-learning mlops model-versioning python pytorch tensorboard tensorflow tracking transformers visualization
Added: over 1 year ago - Last Synced: 11 months ago - Created: November 24, 2023

  • Relevant topics? true
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  • Fork? false
  • Main Language: Python
  • Commits: 160
  • Committers: 11
  • Issues: 309
  • Pull Requests: 336
  • Owner: SwanHubX
  • Stars: 182
  • Forks: 25
  • Packages: 3
  • Downloads: 894
https://github.com/magis-slac/gradoptics


differentiable machine-learning optics-simulation pytorch ray-tracing simulator tomography
Added: over 1 year ago - Last Synced: over 1 year ago - Created: August 06, 2021

  • Relevant topics? true
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  • Main Language: Python
  • Commits: 197
  • Committers: 7
  • Issues: 1
  • Pull Requests: 11
https://github.com/deeprank/deeprank2

An open-source deep learning framework for data mining of protein-protein interfaces or single-residue variants.
convolutional-neural-networks deep-learning graph-neural-networks protein-protein-interfaces pytorch single-residue-variants structural-biology
Added: over 1 year ago - Last Synced: 11 months ago - Created: January 21, 2022

  • Relevant topics? true
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  • Fork? false
  • Main Language: Python
  • Commits: 2844
  • Committers: 37
  • Issues: 114
  • Pull Requests: 91
  • Owner: DeepRank
  • Stars: 29
  • Forks: 10
  • Packages: 1
  • Downloads: 46
https://github.com/BiaPyX/BiaPy

Open source Python library for building bioimage analysis pipelines
biomedical-image-processing classification computer-vision convolutional-neural-networks deep-learning denoising image-processing image-segmentation instance-segmentation machine-learning medical-imaging object-detection python pytorch segmentation self-supervised-learning semantic-segmentation super-resolution
Added: over 1 year ago - Last Synced: 11 months ago - Created: February 28, 2019

  • Relevant topics? true
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  • Open source license? true
  • Active? true
  • Fork? false
  • Main Language: Jupyter Notebook
  • Commits: 1308
  • Committers: 15
  • Issues: 25
  • Pull Requests: 12
  • Owner: BiaPyX
  • Stars: 113
  • Forks: 27
  • Packages: 1
  • Downloads: 370
https://github.com/mberkay0/pretrained-backbones-unet

A PyTorch-based Python library with UNet architecture and multiple backbones for Image Semantic Segmentation.
backbone-models convnext convnext-unet densenet efficientnet pip pretrained-models pytorch regnet resnet semantic-segmentation timm unet vgg
Added: over 1 year ago - Last Synced: 11 months ago - Created: March 10, 2023

  • Relevant topics? true
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  • Active? true
  • Fork? false
  • Main Language: Python
  • Commits: 3
  • Committers: 1
  • Issues: 8
  • Pull Requests: 0
  • Owner: mberkay0
  • Stars: 37
  • Forks: 8
  • Packages: 0
https://github.com/meetps/pytorch-semseg

Semantic Segmentation Architectures Implemented in PyTorch
deep-learning fully-convolutional-networks pytorch semantic-segmentation
Added: over 1 year ago - Last Synced: 11 months ago - Created: March 22, 2017

  • Relevant topics? true
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  • Open source license? true
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  • Fork? false
  • Main Language: Python
  • Commits: 181
  • Committers: 17
  • Issues: 94
  • Pull Requests: 10
  • Owner: meetps
  • Stars: 3376
  • Forks: 805
  • Packages: 0
https://github.com/volume-em/empanada

Panoptic segmentation algorithms for 2D and 3D electron microscopy images
deep-learning electron-microscopy instance-segmentation panoptic-segmentation pytorch segmentation semantic-segmentation
Added: over 1 year ago - Last Synced: 11 months ago - Created: December 01, 2021

  • Relevant topics? true
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  • Fork? false
  • Main Language: Python
  • Commits: 151
  • Committers: 4
  • Issues: 6
  • Pull Requests: 16
  • Owner: volume-em
  • Stars: 1
  • Forks: 0
  • Packages: 2
  • Downloads: 208
https://github.com/pycroscopy/atomai

Deep and Machine Learning for Microscopy
deep-kernel-learning deep-learning electron-microscopy ensemble-learning fully-convolutional-networks google-colaboratory imaging jupyter-notebook machine-learning materials materials-science microscopy multivariate-analysis pytorch scanning-probe-microscopy semantic-segmentation variational-autoencoders
Added: over 1 year ago - Last Synced: 11 months ago - Created: September 04, 2020

  • Relevant topics? true
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  • Active? true
  • Fork? false
  • Main Language: Python
  • Commits: 1262
  • Committers: 8
  • Issues: 14
  • Pull Requests: 69
  • Owner: pycroscopy
  • Stars: 181
  • Forks: 37
  • Packages: 2
  • Downloads: 530
https://github.com/yoshitomo-matsubara/sc2-benchmark

[TMLR] "SC2 Benchmark: Supervised Compression for Split Computing"
coco image-classification imagenet knowledge-distillation object-detection pascal-voc pytorch semantic-segmentation split-computing supervised-compression
Added: over 1 year ago - Last Synced: 11 months ago - Created: October 24, 2021

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  • Fork? false
  • Main Language: Python
  • Commits: 246
  • Committers: 4
  • Issues: 2
  • Pull Requests: 119
https://github.com/rwightman/efficientdet-pytorch

A PyTorch impl of EfficientDet faithful to the original Google impl w/ ported weights
efficientdet efficientnet object-detection pytorch semantic-segmentation
Added: over 1 year ago - Last Synced: 11 months ago - Created: March 26, 2020

  • Relevant topics? true
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  • Active? true
  • Fork? false
  • Main Language: Python
  • Commits: 161
  • Committers: 8
  • Issues: 82
  • Pull Requests: 19
  • Owner: rwightman
  • Stars: 1551
  • Forks: 291
  • Packages: 1
  • Downloads: 272,094
https://github.com/pytorch/rl

A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.
ai control decision-making distributed-computing machine-learning marl model-based-reinforcement-learning multi-agent-reinforcement-learning pytorch reinforcement-learning rl robotics torch
Added: over 1 year ago - Last Synced: 11 months ago - Created: February 01, 2022

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  • Active? true
  • Fork? false
  • Main Language: Python
  • Commits: 1349
  • Committers: 146
  • Issues: 233
  • Pull Requests: 633
  • Owner: pytorch
  • Stars: 1823
  • Forks: 245
  • Packages: 2
  • Downloads: 39,564
https://github.com/ami-iit/adam

adam implements a collection of algorithms for calculating rigid-body dynamics in Jax, CasADi, PyTorch, and Numpy.
adam-robotics automatic-differentiation casadi jax motion-planning numpy optimization python pytorch reinforcement-learning rigid-body-dynamics robotics urdf
Added: over 1 year ago - Last Synced: 11 months ago - Created: May 25, 2021

  • Relevant topics? true
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  • Main Language: Python
  • Commits: 332
  • Committers: 8
  • Issues: 30
  • Pull Requests: 54
  • Owner: ami-iit
  • Stars: 110
  • Forks: 17
  • Packages: 1
  • Downloads: 136
https://github.com/helmholtz-analytics/heat/

Distributed tensors and Machine Learning framework with GPU and MPI acceleration in Python
array-api data-analytics data-processing data-science distributed gpu hpc machine-learning massive-datasets mpi mpi4py multi-gpu multi-node-cluster numpy parallelism python pytorch tensors
Added: over 1 year ago - Last Synced: 11 months ago - Created: May 17, 2018

  • Relevant topics? true
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  • Fork? false
  • Main Language: Python
  • Commits: 4590
  • Committers: 62
  • Issues: 218
  • Pull Requests: 354
https://github.com/kirill-vish/beyond-inet

Code for experiments for "ConvNet vs Transformer, Supervised vs CLIP: Beyond ImageNet Accuracy"
calibration clip computer-vision convnet deep-learning evaluation imagenet invariant-features model-mistake pytorch robustness supervised synthetic-data transfer-learning transformer
Added: over 1 year ago - Last Synced: 11 months ago - Created: November 15, 2023

  • Relevant topics? true
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  • Fork? false
  • Main Language: Python
  • Commits: 24
  • Committers: 3
  • Issues: 0
  • Pull Requests: 1
https://github.com/intel/rho-diffusion

Parameterizing n-dimensional density fields using denoising diffusion probabilistic models
artificial-intelligence density-estimation diffusion-models generative-model hpc physics pytorch
Added: over 1 year ago - Last Synced: 11 months ago - Created: November 22, 2023

  • Relevant topics? true
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  • Fork? false
  • Main Language: Python
  • Commits: 15
  • Committers: 5
  • Issues: 0
  • Pull Requests: 14
  • Owner: intel
  • Stars: 6
  • Forks: 1
  • Packages: 0
https://github.com/honghanhh/fsdl_2022_solution

Solution of Full Stack Deep Learning - Course 2022
cnn continual-learning data-annotation data-management deep-learning deployment ethics fullstack pytorch transformers
Added: over 1 year ago - Last Synced: 11 months ago - Created: October 24, 2022

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  • Main Language: /projects/review
  • Commits: 8
  • Committers: 1
  • Issues: 1
  • Pull Requests: 0
  • Owner: honghanhh
  • Stars: 2
  • Forks: 1
  • Packages: 0
https://github.com/ignf/odeon

ODEON is a task-agnostic framework for deep learning applied to remote sensing
deep-learning earth-observation gis pytorch pytorch-lightning rasterio remote-sensing
Added: over 1 year ago - Last Synced: 11 months ago - Created: June 23, 2022

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  • Main Language: Python
  • Commits: 161
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  • Owner: IGNF
  • Stars: 20
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https://github.com/zeqiang-lai/dphsir

PyTorch implementation of "Deep Plug-and-Play Prior for Hyperspectral Image Restoration" (Neurocomputing 2022)
hyperspectral image-restoration plug-and-play pytorch
Added: over 1 year ago - Last Synced: 11 months ago - Created: December 14, 2021

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https://github.com/paccmann/paccmann_datasets

pytoda - PaccMann PyTorch Dataset Classes. Read the docs: https://paccmann.github.io/paccmann_datasets/
bioinformatics chemoinformatics deep-learning python pytorch rdkit smiles
Added: over 1 year ago - Last Synced: 11 months ago - Created: November 01, 2019

  • Relevant topics? true
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  • Commits: 222
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  • Owner: PaccMann
  • Stars: 25
  • Forks: 7
  • Packages: 1
  • Downloads: 113
https://github.com/mv1388/aitoolbox

PyTorch Model Training and Experiment Tracking Framework
deep-learning machine-learning nlp python pytorch research
Added: over 1 year ago - Last Synced: 11 months ago - Created: July 18, 2017

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  • Owner: mv1388
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https://github.com/allenai/smashed

SMASHED is a toolkit designed to apply transformations to samples in datasets, such as fields extraction, tokenization, prompting, batching, and more. Supports datasets from Huggingface, torchdata iterables, or simple lists of dictionaries.
dataset datasets dict huggingface in-context-learning mappers natural-language-processing nlp pipeline prefix prefix-tuning preprocessing prompting pytorch text torchdata transformer transformers
Added: over 1 year ago - Last Synced: 11 months ago - Created: July 21, 2022

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  • Commits: 145
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  • Owner: allenai
  • Stars: 30
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  • Downloads: 11,380