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GitHub topics: albumentations

Ramsi-K/albumentations-mcp

An MCP-compatible image augmentation tool powered by Albumentations. Built for Claude, Kiro, and other AI agents.

Language: Python - Size: 1.54 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 0 - Forks: 0

ankandrew/fast-plate-ocr

Lightweight & fast OCR models for license plate text recognition.

Language: Python - Size: 268 MB - Last synced at: 4 days ago - Pushed at: 6 days ago - Stars: 230 - Forks: 36

er-ri/nnspike

A LEGO SPIKE Robot using Neural Network

Language: Python - Size: 1.7 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 0 - Forks: 1

sergeimakarovv/Solar-Panel-Detection

Applying deep learning models to detect solar panel installations in satellite imagery and estimating their generation capacity

Size: 2.93 KB - Last synced at: 25 days ago - Pushed at: 25 days ago - Stars: 0 - Forks: 0

kennethleungty/Image-Augmentation-Libraries

Sample implementation codes for a variety of popular image augmentation Python packages

Language: Jupyter Notebook - Size: 4.3 MB - Last synced at: about 2 months ago - Pushed at: about 3 years ago - Stars: 8 - Forks: 2

kumuji/volumentations

Augmentation package for 3d data based on albumentaitons

Language: Python - Size: 330 KB - Last synced at: 19 days ago - Pushed at: 3 months ago - Stars: 42 - Forks: 3

xlite-dev/torchlm

💎An easy-to-use PyTorch library for face landmarks detection: training, evaluation, inference, and 100+ data augmentations.🎉

Language: Python - Size: 154 MB - Last synced at: about 2 months ago - Pushed at: 3 months ago - Stars: 260 - Forks: 24

numq/Augmenta

Local web application providing API and UI for image augmentation, based on the albumentations library

Language: TypeScript - Size: 3.79 MB - Last synced at: about 2 months ago - Pushed at: 12 months ago - Stars: 2 - Forks: 1

pdrzxzz/pizza-or-not-pizza-image-classifier

Image Classifier WITHOUT DEEP LEARNING.

Language: Jupyter Notebook - Size: 25.1 MB - Last synced at: about 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

albumentations-team/albucore

A high-performance image processing library designed to optimize and extend the Albumentations library with specialized functions for advanced image transformations. Perfect for developers working in computer vision who require efficient and scalable image augmentation.

Language: Python - Size: 282 KB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 20 - Forks: 7

ReverendBayes/Co-DETR-Car-Damage-Detector

A deep learning–based computer vision training pipeline for car damage detection using a Co-DETR learner enhanced with CBAM Attention, Hybrid Loss, and Albumentations. Trains on Colab to identify and localize car body defects such as scratches, dents, and rust. Includes end-to-end model training and quantitative evaluation.

Language: Jupyter Notebook - Size: 33.2 KB - Last synced at: about 1 month ago - Pushed at: 3 months ago - Stars: 5 - Forks: 0

abrahamkoloboe27/Fruits-Recognition-Training

Projet de Classification d'Images de Fruits

Language: Jupyter Notebook - Size: 579 MB - Last synced at: 3 months ago - Pushed at: 10 months ago - Stars: 10 - Forks: 2

NickS0kolov/Telegram-bot-for-background-removal

This project focuses on creating a model for segmenting people in images using the EasyPortrait: Face Parsing & Portrait Segmentation dataset.

Language: Jupyter Notebook - Size: 60.3 MB - Last synced at: 3 months ago - Pushed at: 4 months ago - Stars: 1 - Forks: 0

iaher09/Co-DETR-Car-Damage-Detector

A deep learning–based computer vision training pipeline for car damage detection using a Co-DETR learner enhanced with CBAM Attention, Hybrid Loss, and Albumentations. Trains on Colab to identify and localize car body defects such as scratches, dents, and rust. Includes end-to-end model training and quantitative evaluation.

Language: Jupyter Notebook - Size: 21.5 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

edaaydinea/Low-Grade-Glioma-Segmentation

This is a capstone project on a real dataset related to segmenting low-grade glioma. This capstone project is included in the UpSchool Machine Learning & Deep Learning Program in partnership with Google Developers.

Language: Jupyter Notebook - Size: 63.9 MB - Last synced at: 5 months ago - Pushed at: over 2 years ago - Stars: 11 - Forks: 2

Tirth27/Skin-Cancer-Classification-using-Deep-Learning

Classify Skin cancer from the skin lesion images using Image classification. The dataset for the project is obtained from the Kaggle SIIM-ISIC-Melanoma-Classification competition.

Language: Jupyter Notebook - Size: 187 MB - Last synced at: 5 months ago - Pushed at: over 3 years ago - Stars: 148 - Forks: 53

Kazuhito00/albumentations-examples

画像データ拡張ライブラリAlbumentationsのJupyter上での実行例。

Language: Jupyter Notebook - Size: 69.1 MB - Last synced at: 9 days ago - Pushed at: about 1 year ago - Stars: 21 - Forks: 4

gittyeric/ml-infinite-image-augment

Generate infinite images for most model's training or validation

Language: Python - Size: 5.57 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

kosperun/Kaggle_Covid-19_X-rays_prediction

🩻📊 A Kaggle competition notebook for detecting COVID-19 pneumonia from X-ray scans.

Language: Jupyter Notebook - Size: 566 KB - Last synced at: 6 months ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0

Abirouk/Low-Grade-Glioma-Segmentation

This project focuses on the segmentation of low-grade gliomas in medical imaging and provides a framework for accurately identifying tumor regions in MRI scans. The notebook includes all the details needed to facilitate reproducible research and real-world application in medical diagnosis.

Language: Jupyter Notebook - Size: 24.5 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0

matin-ghorbani/Albumentations-Package

Using Albumentations Package for some image augmentation in different vision tasks

Language: Jupyter Notebook - Size: 7.11 MB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 0

IceBear3147/FaceDetection Fork of nicknochnack/FaceDetection

More Automatic and dynamic version of @nicknochnack 's face detection Model

Language: Jupyter Notebook - Size: 2.26 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

tatsuya-fukuoka/albumentations_augmentation_demo

albumentationsを用いたデータ拡張デモ

Language: Jupyter Notebook - Size: 4.02 MB - Last synced at: 5 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

hariprasath-v/AV-Dataverse-Hack-Build-an-AI-Model-to-Save-Lives

Build a computer vision-based technology to process and detect the potholes present in an image.

Language: Jupyter Notebook - Size: 90.1 MB - Last synced at: 21 days ago - Pushed at: over 2 years ago - Stars: 5 - Forks: 0

teddyld/ez-transforms

Apply different Albumentation transformations to find your data augmentation pipeline

Language: TypeScript - Size: 1.04 MB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 0 - Forks: 0

hadson0/DIP-Candy-Classification Fork of mab0205/DIP-Candy-Classification

Candy classification project using digital image processing. Includes dataset creation, model development, and evaluation tools with TensorFlow, OpenCV, and Albumentations. Complete setup and instructions provided for building and training the model.

Language: Jupyter Notebook - Size: 155 MB - Last synced at: 8 months ago - Pushed at: 12 months ago - Stars: 0 - Forks: 0

bratjay01/Road-Seg

Enhancing road segmentation model for Asphalt edge detection

Language: Jupyter Notebook - Size: 16.9 MB - Last synced at: 11 months ago - Pushed at: 12 months ago - Stars: 1 - Forks: 0

mhussam-ai/Albumentations

This repository contains Python code that implements an image augmentation pipeline using the albumentations library. The pipeline performs various augmentations on input images and corresponding labels and saves the augmented images and labels in separate directories.

Language: Python - Size: 2.93 KB - Last synced at: 6 months ago - Pushed at: over 2 years ago - Stars: 3 - Forks: 0

IliaLarchenko/albumentations-demo

The service for the demonstration of transforms in Albumentations library

Language: Python - Size: 398 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 103 - Forks: 17

jahongir7174/DualDet

DualDet implementation using PyTorch

Language: Python - Size: 16.6 KB - Last synced at: 6 months ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

punyawat-jar/coco-augmentation

The ready-to-run image segmentation for COCO image format

Language: Python - Size: 194 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

b-fakhar/CV-ImageSegmentation-CustomDataset-LabellingAutomation

This project utilizes deep learning methodologies to automate the segmentation of a dataset I curated myself, focusing on firearm-specific features within cartridge case images. By employing multi-class semantic segmentation, it aims to enhance firearm identification systems.

Language: Jupyter Notebook - Size: 902 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

brunobelloni/augment-coco-dataset

Apply Albumentations to COCO Dataset

Language: Python - Size: 85 KB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0

bensooraj/pytorch-s9-CIFAR10

Depthwise Separable Convolution and Albumentations

Language: Jupyter Notebook - Size: 343 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

zenetio/synthetic-dataset-od

Synthetic dataset for Object Detection

Language: Jupyter Notebook - Size: 22.9 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 4 - Forks: 0

Ishaan25-tech/Real-Time-Sign-Language-Recognition

Real Time Sign Language Recognition Using Deep Learning . An attempt to facilitate better interactions for deaf and mute people.

Language: Python - Size: 11.7 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

KiriLev/albu_scheduler

Image data augmentation scheduler for albumentations transforms

Language: Python - Size: 5.86 KB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 19 - Forks: 1

fcakyon/augmented-maskrcnn 📦

Object detection and instance segmentation on MaskRCNN with torchvision, albumentations, tensorboard and cocoapi. Supports custom coco datasets with positive/negative samples.

Language: Python - Size: 2.18 MB - Last synced at: over 1 year ago - Pushed at: almost 5 years ago - Stars: 19 - Forks: 4

ahmedbesbes/whales-classification

My solution to the Global Data Science Challenge

Language: Jupyter Notebook - Size: 259 MB - Last synced at: about 2 months ago - Pushed at: over 5 years ago - Stars: 36 - Forks: 13

bits-bytes-nn/state-farm-detection

State Farm Distracted Driver Detection via Image Classification

Language: Jupyter Notebook - Size: 44.5 MB - Last synced at: 5 months ago - Pushed at: about 3 years ago - Stars: 4 - Forks: 1

jgurakuqi/deep-learning-based-dog-breed-classifier

The goal of the project is to improve a kaggle project about Dog Breed Classification, achieving an higher test accuracy. The original project achieved 79% of accuracy on the test set, while this one goes up to 87%. Also further improvements were made to the data processing pipeline in terms of modularity and performance.

Language: Jupyter Notebook - Size: 4.77 MB - Last synced at: 5 months ago - Pushed at: almost 2 years ago - Stars: 1 - Forks: 0

minseok0809/object-detection-in-satellite-imagery Fork of aiffelthon-SIAproject-GangNam-4/for-Public

Airplane, Ship, Vehicle Detection on Satelite Imagery

Language: Jupyter Notebook - Size: 10.4 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

Axik0/YOLO3-figures

CV detection task on a custom dataset with YOLO v3 algorithm

Language: Jupyter Notebook - Size: 15.3 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

AliSubhan5341/LeNet-Malaria-Microscopy

Malaria Detection Using LeNet Model on Augemented Dataset of Microscopic Images of Red Blood Cells.

Language: Jupyter Notebook - Size: 362 MB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

OmarAdlii/Facial-tracking-System

face tracking task using deep learning

Language: Jupyter Notebook - Size: 10.7 KB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 1 - Forks: 0

KovalevEvgeny/age-gender-estimation

Age estimation and gender classification project

Language: Jupyter Notebook - Size: 2.11 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

mhasan502/Age_Estimation

CSE465 Pattern Recognition and Neural Network Project

Language: Jupyter Notebook - Size: 2.25 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 1

AbdallaMohammed/SCSST

SCSST (Saliency Clothes Segmentation and Style Transfer), Change style of your clothes on the fly!

Language: Python - Size: 87.9 KB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 0

RATHOD-SHUBHAM/Augmentation

Data augmentation is a technique of artificially increasing the training set by creating modified copies of a dataset using existing data. Here is a notebook of different augmentation techniques.

Language: Jupyter Notebook - Size: 46.7 MB - Last synced at: 6 months ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

AimanHadif/albumentation-augmentation

A technique to increase the variety and robustness of the data by changing a few characteristic of the image

Language: Jupyter Notebook - Size: 1.37 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

krishnakaushik25/Medical-Image-Segmentation-DL

Implemented Unet++ models for medical image segmentation to detect and classify colorectal polyps.

Language: Jupyter Notebook - Size: 153 MB - Last synced at: over 2 years ago - Pushed at: about 4 years ago - Stars: 4 - Forks: 1

vktr274/PyDataSplit

PyDataSplit is a Python script for splitting, balancing, and augmenting image datasets for deep learning.

Language: Python - Size: 9.77 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

Andrew2077/Real-Time-Emotion-Recognition

Real time emotion recognition from facial expression through live captured video

Language: Jupyter Notebook - Size: 69.8 MB - Last synced at: 6 months ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 1

bhatt-j/Face-Detection

Language: Jupyter Notebook - Size: 1.97 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

mozammalrahat/Deep-Learning-with-PyTorch

This repository is a collection of PyTorch code examples, covering beginner to advanced topics, and including implementation of CNN models from scratch.

Language: Jupyter Notebook - Size: 7.93 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

abdullahbas/Data-Augmentation

Data Augmentation with PyTorch, Tensorflow, Imgaug and Albumentations. It also involves bounding box augmentation.

Language: Python - Size: 107 MB - Last synced at: 6 months ago - Pushed at: over 4 years ago - Stars: 2 - Forks: 0

groomata/vision

Clean, reproducible, boilerplate-free deep learning project template.

Language: Python - Size: 148 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 11 - Forks: 4

jackiehym/tf_albumentations

Language: Python - Size: 3.91 KB - Last synced at: 5 months ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

gorodnitskiy/vocpascal_segmentation

Multiclass image segmentation for VOCPascal-2012

Language: Jupyter Notebook - Size: 19.1 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 1

gorodnitskiy/lego_segmentation

Image segmentation pipeline for Lego blocks

Language: Jupyter Notebook - Size: 3.95 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 0

izam-mohammed/albumentations Fork of albumentations-team/albumentations

Albumentations is an open-source python library for image and video data augmentation. It provides a wide range of image transformations, from simple cropping and scaling to complex ones such as random color jittering, image compression, and random cutout.

Size: 97.2 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

waterviewsrl/swiss-army-keras Fork of yingkaisha/keras-unet-collection

A library to help with the development of AI models with Keras, with a focus on edge / IoT applications. Based originally on https://github.com/yingkaisha/keras-unet-collection

Language: Python - Size: 16.5 MB - Last synced at: 9 days ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

Devang-Shah-49/Flag-Classifier-ML

Image Classification Model (Computer Vision and CNN based) for Identification of SAARC Countries using their country flags. Used the ResNet Model along with various optimizers and hyperparameter tuning. Validated the model on Live Video as well.

Language: Jupyter Notebook - Size: 5.66 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

Divesh2201/Green-Doctor

Research Project based on Convolution Neural Networks to identify foliar diseases in apple trees. FGVC8 Plant Pathology Kaggle Challenge.

Language: Jupyter Notebook - Size: 76 MB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

gokul-pv/AdvancedConvolutions

Advance Convolutions, Attention and Image Augmentation: Depth wise, Pixel Shuffle, Dilated, Transpose, Channel Attention, and Albumentations Library

Language: Jupyter Notebook - Size: 1.1 MB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0

Songinpyo/Hand-Signs-Classification-DACON

Classify 11 different labeled Images that express 0 to 10 seperately

Language: Jupyter Notebook - Size: 19.5 KB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

hotcouscous1/coco-detection-with-albumentations

COCO-Detection Dataset with cv2 and Albumentations

Language: Python - Size: 11.7 KB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 1 - Forks: 0

Arijit-datascience/pytorch_cifar10

CIFAR10 image recognition using ResNet architecture, Gradcam images

Language: Python - Size: 2.72 MB - Last synced at: over 2 years ago - Pushed at: about 4 years ago - Stars: 1 - Forks: 2

ananyaroy1011/Image-Segmentation

Deep Convolutional Encoder-Decoder Architecture implemented along with max-pooling indices for pixel-wise semantic segmentation using CamVid dataset.

Language: Python - Size: 1.1 MB - Last synced at: over 2 years ago - Pushed at: almost 4 years ago - Stars: 0 - Forks: 0

AkashSDas/cassava-leaf-disease-classification

Deep learning solution for Cassava Leaf Disease Classification, a Kaggle's Research Code Competition using Tensorflow.

Language: Jupyter Notebook - Size: 15.4 MB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 1

WaterKnight1998/spegc-datathon

First position in Gran Canary Datathon 2021

Language: Jupyter Notebook - Size: 79.5 MB - Last synced at: over 2 years ago - Pushed at: almost 4 years ago - Stars: 5 - Forks: 2

myselfHimanshu/ultron-vision

Computer Vision State Of The Art Intuition Project in Pytorch; WIP

Language: Jupyter Notebook - Size: 203 MB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 2

rshwndsz/torch-seg

Reusable code for segmentation tasks in PyTorch

Language: Python - Size: 277 KB - Last synced at: over 2 years ago - Pushed at: over 5 years ago - Stars: 1 - Forks: 0

ZJCV/ZTransforms

Implementation of torchvision-like based on albumentations

Language: Python - Size: 553 KB - Last synced at: about 2 months ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

chandnii7/Image-Segmentation

Deep Convolutional Encoder-Decoder Architecture implemented along with max-pooling indices for pixel-wise semantic segmentation using CamVid dataset.

Language: Jupyter Notebook - Size: 28.6 MB - Last synced at: 3 months ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

rajatdv/Kaggle-siim-melanoma

Training pipeline for image classification in PyTorch.

Language: Python - Size: 10.7 KB - Last synced at: over 2 years ago - Pushed at: about 5 years ago - Stars: 0 - Forks: 0

IamSVP94/gender_recognizer

The program recognizes gender by face photo

Language: Jupyter Notebook - Size: 112 MB - Last synced at: over 2 years ago - Pushed at: almost 4 years ago - Stars: 0 - Forks: 0

MamatShamshiev/Kaggle-APTOS-2019-Blindness-Detection

Source code of top 3% solution for the Kaggle APTOS 2019 Blindness Detection challenge.

Language: Python - Size: 28.3 KB - Last synced at: over 2 years ago - Pushed at: almost 6 years ago - Stars: 6 - Forks: 1

VaishnaviNandakumar/emotion-classifier

Emotion classifier for HackerEarth Competition

Language: Jupyter Notebook - Size: 94.3 MB - Last synced at: over 2 years ago - Pushed at: over 5 years ago - Stars: 0 - Forks: 0

Related Keywords
albumentations 79 pytorch 31 deep-learning 22 python 21 computer-vision 16 opencv 16 tensorflow 14 data-augmentation 13 augmentation 12 keras 11 image-processing 11 image-classification 9 cnn 7 machine-learning 7 coco 7 image-augmentation 7 convolutional-neural-networks 6 object-detection 5 image-segmentation 5 kaggle-competition 5 torchvision 5 tensorflow2 5 imgaug 4 python3 4 semantic-segmentation 4 neural-network 4 resnet 4 yolo 3 cv2 3 matplotlib 3 seaborn 3 colab 3 wandb 3 pytorch-lightning 3 gradcam 3 cifar10 3 resunet-architecture 2 pre-trained-model 2 feature-pyramid-network 2 gradcam-heatmap 2 camvid-dataset 2 deeplab-v3-plus 2 data-science 2 deep-convolutional-neural-networks 2 encoder-decoder-architecture 2 max-pooling 2 pixel-wise 2 transformer-based-object-detection 2 swin-transformer 2 segnet 2 kaggle 2 co-detr 2 cbam 2 car-damage-detector 2 car-damage-detection 2 cutmix 2 kornia 2 bounding-boxes 2 mixup 2 custom-dataset 2 numpy 2 coco-dataset 2 tensorboard 2 densenet 2 convolutional-neural-network 2 pillow 2 face-detection 2 data-processing 2 transfer-learning 2 vision 2 training 2 image 2 cv 2 segmentation 2 unet-image-segmentation 2 augmentations 2 skimage 2 regression 2 artificial-intelligence 2 sklearn 2 pandas 2 yolov7 2 onnx 1 mlops 1 imagenet 1 hydra-zen 1 hydra 1 einops 1 docker 1 bounding-box 1 augmented-images 1 vgg-architecture 1 plate-ocr 1 neural-style-transfer 1 lenet-architecture 1 self-supervised-learning 1 simclr 1 timm 1 ocr-python 1 vocpascal 1