Ecosyste.ms: Packages

An open API service providing package, version and dependency metadata of many open source software ecosystems and registries.

pypi.org "deep learning" keyword

Top 8.9% on pypi.org
pypose 0.6.7 ๐Ÿ’ฐ
To connect classic robotics with modern learning methods.
25 versions - Latest release: 4 months ago - 1 dependent repositories - 1.69 thousand downloads last month - 1,174 stars on GitHub - 14 maintainers
Top 5.5% on pypi.org
kipoiseq 0.7.1
kipoiseq: sequence-based data-loaders for Kipoi
21 versions - Latest release: over 2 years ago - 3 dependent packages - 62 dependent repositories - 1.9 thousand downloads last month - 76 stars on GitHub - 10 maintainers
Top 3.7% on pypi.org
lit-nlp 1.1.1
๐Ÿ”ฅLIT: The Learning Interpretability Tool
16 versions - Latest release: about 1 month ago - 1 dependent package - 6 dependent repositories - 5.31 thousand downloads last month - 3,386 stars on GitHub - 8 maintainers
kipoi-veff 0.3.1
kipoi_veff: variant effect prediction plugin for Kipoi
9 versions - Latest release: over 4 years ago - 1 dependent repositories - 161 downloads last month - 6 stars on GitHub - 8 maintainers
Top 3.8% on pypi.org
classy-vision 0.7.0
An end-to-end PyTorch framework for image and video classification.
18 versions - Latest release: about 1 year ago - 3 dependent packages - 10 dependent repositories - 572 downloads last month - 1,577 stars on GitHub - 8 maintainers
Top 3.5% on pypi.org
mteb 2.0.0
Massive Text Embedding Benchmark
135 versions - Latest release: about 1 month ago - 1 dependent package - 25 dependent repositories - 288 thousand downloads last month - 1,303 stars on GitHub - 8 maintainers
dlds-eval 0.3.0
Evaluation code for Deep Learning DS from Data Spree.
2 versions - Latest release: about 2 years ago - 1 dependent repositories - 11 downloads last month - 6 maintainers
lightning-sdk 0.1.7
SDK to develop using Lightning AI Studios
25 versions - Latest release: 11 days ago - 1.29 thousand downloads last month - 6 maintainers
photonai-graph 0.2.5
PHOTON Graph - Graph machine learning with photonai.
8 versions - Latest release: about 1 year ago - 63 downloads last month - 8 stars on GitHub - 6 maintainers
Top 3.6% on pypi.org
torchgeo 0.5.2
TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data
11 versions - Latest release: 2 months ago - 3 dependent packages - 4 dependent repositories - 7.03 thousand downloads last month - 2,232 stars on GitHub - 6 maintainers
Top 0.6% on pypi.org
tokenizers 0.19.1
๐Ÿ’ฅ Fast State-of-the-Art Tokenizers optimized for Research and Production
95 versions - Latest release: 23 days ago - 224 dependent packages - 14,571 dependent repositories - 25.2 million downloads last month - 8,474 stars on GitHub - 6 maintainers
Top 9.6% on pypi.org
nvtx-plugins 0.1.8
Python bindings for NVTX
8 versions - Latest release: about 4 years ago - 6 dependent repositories - 60 downloads last month - 67 stars on GitHub - 6 maintainers
metriculous 0.3.0
Very unstable library containing utilities to measure and visualize statistical properties of mac...
4 versions - Latest release: over 3 years ago - 1 dependent repositories - 132 downloads last month - 95 stars on GitHub - 6 maintainers
sgnlp 0.4.0
Machine learning models from Singapore's NLP research community
6 versions - Latest release: over 1 year ago - 2 dependent repositories - 84 downloads last month - 6 maintainers
hugin 0.2.2
HuginEO - Machine Learning for Earth Observation experimentation tool
7 versions - Latest release: over 4 years ago - 1 dependent repositories - 34 downloads last month - 13 stars on GitHub - 6 maintainers
lanceotron 1.2.6
Command-line interface to the lanceotron deep learning peak caller
16 versions - Latest release: 12 months ago - 1 dependent repositories - 60 downloads last month - 20 stars on GitHub - 6 maintainers
kd-lib 0.0.32
A PyTorch model compression library containing easy-to-use methods for knowledge distillation, pr...
8 versions - Latest release: almost 2 years ago - 1 dependent repositories - 105 downloads last month - 567 stars on GitHub - 6 maintainers
kipoi-utils 0.7.7
kipoi-utils: utils used in various packages related to kipoi
27 versions - Latest release: over 1 year ago - 1 dependent package - 4 dependent repositories - 1.99 thousand downloads last month - 0 stars on GitHub - 6 maintainers
stonkgs 0.1.5
Sophisticated Transformers for Biomedical Text and Knowledge Graph Data
6 versions - Latest release: over 2 years ago - 1 dependent repositories - 10 downloads last month - 31 stars on GitHub - 6 maintainers
intel-optimization-for-horovod 0.5.0
Intelยฎ Optimization for Horovod* is the distributed training framework for TensorFlow* and PyTorch*.
8 versions - Latest release: about 1 year ago - 706 downloads last month - 4 stars on GitHub - 6 maintainers
Top 3.6% on pypi.org
vizdoom 1.2.3 ๐Ÿ’ฐ
ViZDoom is Doom-based AI Research Platform for Reinforcement Learning from Raw Visual Information.
21 versions - Latest release: 5 months ago - 2 dependent packages - 41 dependent repositories - 3.61 thousand downloads last month - 1,668 stars on GitHub - 5 maintainers
Top 0.5% on pypi.org
albumentations 1.4.6 ๐Ÿ’ฐ
An efficient library for image augmentation, providing extensive transformations to support machi...
61 versions - Latest release: 6 days ago - 135 dependent packages - 5,487 dependent repositories - 1.94 million downloads last month - 13,443 stars on GitHub - 5 maintainers
efficient-ocr 0.1.0
Efficient OCR
7 versions - Latest release: 6 months ago - 49 downloads last month - 0 stars on GitHub - 5 maintainers
Top 2.2% on pypi.org
nnunet 1.7.1
nnU-Net. Framework for out-of-the box biomedical image segmentation.
22 versions - Latest release: about 1 year ago - 7 dependent packages - 40 dependent repositories - 2.73 thousand downloads last month - 4,955 stars on GitHub - 4 maintainers
imgaug-denk 0.4.4
Image augmentation library for deep neural networks
1 version - Latest release: about 2 months ago - 57 downloads last month - 9 stars on GitHub - 4 maintainers
deepneuro 0.2.3
DeepNeuro: A deep learning python package for neuroimaging data.
6 versions - Latest release: almost 5 years ago - 1 dependent repositories - 26 downloads last month - 121 stars on GitHub - 4 maintainers
clinicadl 1.6.1
Framework for the reproducible processing of neuroimaging data with deep learning methods
33 versions - Latest release: about 1 month ago - 1 dependent repositories - 368 downloads last month - 152 stars on GitHub - 4 maintainers
Top 0.4% on pypi.org
lightning 2022.10.25
The Deep Learning framework to train, deploy, and ship AI products Lightning fast.
72 versions - Latest release: over 1 year ago - 120 dependent packages - 903 dependent repositories - 897 thousand downloads last month - 26,951 stars on GitHub - 4 maintainers
Top 7.6% on pypi.org
norse 1.1.0 ๐Ÿ’ฐ
A library for deep learning with spiking neural networks
12 versions - Latest release: about 2 months ago - 4 dependent repositories - 442 downloads last month - 604 stars on GitHub - 4 maintainers
lightning-pose 1.3.1
Semi-supervised pose estimation using pytorch lightning
11 versions - Latest release: 23 days ago - 1 dependent repositories - 209 downloads last month - 210 stars on GitHub - 4 maintainers
genrl 0.0.2
A PyTorch reinforcement learning library for generalizable and reproducible algorithm implementat...
2 versions - Latest release: over 3 years ago - 1 dependent repositories - 32 downloads last month - 399 stars on GitHub - 4 maintainers
meta-blocks 0.1.0a3
A modular toolbox for accelerating meta-learning research :rocket:
4 versions - Latest release: almost 4 years ago - 1 dependent repositories - 48 downloads last month - 121 stars on GitHub - 4 maintainers
oskut 1.3
Handling Cross- and Out-of-Domain Samples in Thai Word Segmentation (ACL 2020 Findings) Stacked E...
4 versions - Latest release: almost 3 years ago - 1 dependent package - 1 dependent repositories - 421 downloads last month - 25 stars on GitHub - 4 maintainers
e2eaiok-deltatuner 1.2.0
Intel extension for peft with PyTorch and DENAS
3 versions - Latest release: 5 months ago - 21 downloads last month - 31 stars on GitHub - 4 maintainers
Top 6.3% on pypi.org
pymia 0.3.2
A Python package for data handling and evaluation in deep learning-based medical image analysis.
10 versions - Latest release: about 2 years ago - 9 dependent repositories - 745 downloads last month - 57 stars on GitHub - 4 maintainers
Top 9.1% on pypi.org
rising 0.3.0
Provides everything needed for high performance data loading and augmentation in pytorch.
8 versions - Latest release: over 1 year ago - 5 dependent repositories - 217 downloads last month - 310 stars on GitHub - 4 maintainers
lightning-hivemind 0.1.0
Lightning strategy extension for Hivemind.
3 versions - Latest release: about 1 year ago - 22 downloads last month - 11 stars on GitHub - 4 maintainers
deeplc 2.2.35
DeepLC: Retention time prediction for (modified) peptides using Deep Learning.
92 versions - Latest release: 26 days ago - 1 dependent package - 1 dependent repositories - 1.19 thousand downloads last month - 46 stars on GitHub - 4 maintainers
lightning-bagua 0.1.0
Deep Learning Training Acceleration with Bagua and Lightning AI
4 versions - Latest release: about 1 year ago - 30 downloads last month - 3 stars on GitHub - 4 maintainers
roicat 1.1.38
A library for classifying and tracking ROIs.
37 versions - Latest release: 27 days ago - 2 dependent repositories - 378 downloads last month - 9 stars on GitHub - 4 maintainers
axonn 0.1.0
A parallel library for extreme-scale deep learning
1 version - Latest release: about 2 years ago - 1 dependent repositories - 5 downloads last month - 26 stars on GitHub - 4 maintainers
imsy-htc 0.0.15
Framework for automatic classification and segmentation of hyperspectral images.
11 versions - Latest release: 3 months ago - 444 downloads last month - 24 stars on GitHub - 4 maintainers
lightning-thunder 0.1.0
Lightning Thunder project.
7 versions - Latest release: about 2 months ago - 2.12 thousand downloads last month - 1,020 stars on GitHub - 4 maintainers
delve 0.1.50
Delve lets you monitor PyTorch model layer saturation during training
44 versions - Latest release: about 1 year ago - 1 dependent repositories - 226 downloads last month - 77 stars on GitHub - 4 maintainers
phylodeep 0.3.1
Phylodynamic paramater and model inference using pretrained deep neural networks.
74 versions - Latest release: over 1 year ago - 1 dependent repositories - 317 downloads last month - 17 stars on GitHub - 4 maintainers
deltatuner 1.2.0
Intel extension for peft with PyTorch and DENAS
18 versions - Latest release: 5 months ago - 3.65 thousand downloads last month - 28 stars on GitHub - 4 maintainers
kipoi-interpret 0.1.2
Kipoi interpret: interepretation plugin for Kipoi
3 versions - Latest release: about 5 years ago - 1 dependent repositories - 294 downloads last month - 3 stars on GitHub - 4 maintainers
tf-keras 2.16.0
Deep learning for humans.
14 versions - Latest release: 2 months ago - 1 dependent repositories - 4.53 million downloads last month - 44 stars on GitHub - 4 maintainers
tf-keras-nightly 0.0.0
Deep learning for humans.
213 versions - Latest release: 8 months ago - 253 thousand downloads last month - 20 stars on GitHub - 4 maintainers
Top 9.0% on pypi.org
concise 0.6.9
CONCISE (COnvolutional Neural for CIS-regulatory Elements)
25 versions - Latest release: about 4 years ago - 1 dependent package - 4 dependent repositories - 563 downloads last month - 32 stars on GitHub - 4 maintainers
Top 3.3% on pypi.org
torch-tensorrt 2.2.0
Torch-TensorRT is a package which allows users to automatically compile PyTorch and TorchScript m...
5 versions - Latest release: 3 months ago - 2 dependent packages - 4 dependent repositories - 8.73 thousand downloads last month - 2,328 stars on GitHub - 4 maintainers
Top 5.1% on pypi.org
kipoi 0.8.6
Kipoi: model zoo for genomics
73 versions - Latest release: almost 2 years ago - 2 dependent packages - 6 dependent repositories - 2.01 thousand downloads last month - 229 stars on GitHub - 4 maintainers
deepnote 0.2.3
A python package to manipulate MIDI files, representing them and converting them into a proper fo...
16 versions - Latest release: over 2 years ago - 1 dependent repositories - 85 downloads last month - 37 stars on GitHub - 4 maintainers
litserve 0.1.0
Lightweight AI server.
4 versions - Latest release: 17 days ago - 2.82 thousand downloads last month - 51 stars on GitHub - 4 maintainers
Top 8.9% on pypi.org
pyhealth 1.1.6
A Python library for healthcare AI
18 versions - Latest release: 3 months ago - 1 dependent repositories - 1.24 thousand downloads last month - 882 stars on GitHub - 4 maintainers
perceiver-model 0.7.6 ๐Ÿ’ฐ
Multimodal Perceiver - Pytorch
7 versions - Latest release: over 2 years ago - 1 dependent repositories - 75 downloads last month - 14 stars on GitHub - 4 maintainers
pml-pinn 0.0.3
Physics-informed neural networks
3 versions - Latest release: over 3 years ago - 1 dependent repositories - 39 downloads last month - 213 stars on GitHub - 4 maintainers
aidd-codebase 0.2.0
High-level codebase for deep learning development in drug discovery.
13 versions - Latest release: over 1 year ago - 156 downloads last month - 5 stars on GitHub - 4 maintainers
Top 6.6% on pypi.org
megatron-core 0.6.0
Megatron Core - a library for efficient and scalable training of transformer based models
6 versions - Latest release: 20 days ago - 2 dependent packages - 1 dependent repositories - 28.1 thousand downloads last month - 8,659 stars on GitHub - 4 maintainers
llm-toolkit 0.2.1
LLM Finetuning resource hub + toolkit
7 versions - Latest release: 30 days ago - 323 downloads last month - 676 stars on GitHub - 4 maintainers
time-series-transform 1.1.3
A data preprocessing package for time series data. It provides tools for machine learing and deep...
9 versions - Latest release: over 3 years ago - 1 dependent repositories - 21 downloads last month - 189 stars on GitHub - 4 maintainers
cognica 0.1.13
Python client for Cognica database
13 versions - Latest release: 5 months ago - 177 downloads last month - 4 maintainers
da 0.0.2
Pytorch domain adaptation package
2 versions - Latest release: over 2 years ago - 5 dependent repositories - 171 downloads last month - 10 stars on GitHub - 4 maintainers
murenn 0.2.0
Multiresolution neural networks
2 versions - Latest release: about 2 months ago - 16 downloads last month - 3 maintainers
rodeometric 0.0.1
Robust Detection Outcome: A Metric for Pathology Detection in Medical Images
1 version - Latest release: about 1 year ago - 7 downloads last month - 8 stars on GitHub - 3 maintainers
corigami 0.0.1
C.Origami: cell type-specific chromatin structure prediction.
1 version - Latest release: over 1 year ago - 25 downloads last month - 50 stars on GitHub - 3 maintainers
lightning-horovod 0.1.0.dev0
PyTorch Lightning Strategy for Horovod.
1 version - Latest release: about 1 year ago - 25 downloads last month - 1 stars on GitHub - 3 maintainers
kipoi-conda 0.3.1
kipoi-conda: conda/pip related functionality used by Kipoi
12 versions - Latest release: about 2 years ago - 1 dependent package - 3 dependent repositories - 1.92 thousand downloads last month - 0 stars on GitHub - 3 maintainers
hsf 1.2.1
A simple yet exhaustive segmentation tool of the Hippocampal Subfields in T1w and T2w MRIs.
11 versions - Latest release: about 1 month ago - 1 dependent repositories - 186 downloads last month - 5 stars on GitHub - 3 maintainers
gvision 1.0.3
End-to-end automation platform for computer vision projects.
20 versions - Latest release: about 2 months ago - 119 downloads last month - 11 stars on GitHub - 3 maintainers
torch-geometric-signed-directed 0.23.0
An Extension Library for PyTorch Geometric on signed and directed networks.
33 versions - Latest release: 3 months ago - 1 dependent repositories - 351 downloads last month - 105 stars on GitHub - 3 maintainers
chemspaceal 2.0.1
ChemSpaceAL Python package: an efficient active learning methodology applied to protein-specific ...
5 versions - Latest release: 3 months ago - 42 downloads last month - 13 stars on GitHub - 3 maintainers
Top 3.6% on pypi.org
nnunetv2 2.4.2
nnU-Net is a framework for out-of-the box image segmentation.
11 versions - Latest release: 15 days ago - 4 dependent packages - 8 dependent repositories - 7.76 thousand downloads last month - 4,955 stars on GitHub - 3 maintainers
lm-polygraph 0.0.1.dev1
Uncertainty Estimation Toolkit for Transformer Language Models
2 versions - Latest release: 2 months ago - 22 downloads last month - 61 stars on GitHub - 3 maintainers
Top 9.3% on pypi.org
be-great 0.0.7
Generating Realistic Tabular Data using Large Language Models
7 versions - Latest release: 8 months ago - 1 dependent package - 1 dependent repositories - 1.83 thousand downloads last month - 235 stars on GitHub - 3 maintainers
hybridbackend-tf115-cpu 1.0.0
A high-performance framework for training wide-and-deep recommender systems on heterogeneous cluster
10 versions - Latest release: 10 months ago - 1 dependent repositories - 42 downloads last month - 144 stars on GitHub - 3 maintainers
Top 2.9% on pypi.org
hivemind 1.1.9
Decentralized deep learning in PyTorch
26 versions - Latest release: 10 months ago - 6 dependent packages - 17 dependent repositories - 5.58 thousand downloads last month - 1,833 stars on GitHub - 3 maintainers
sotastream 1.0.1
Sotastream is a command line tool that augments a batch of text and produces infinite stream of r...
2 versions - Latest release: 8 months ago - 73 downloads last month - 20 stars on GitHub - 3 maintainers
Top 1.9% on pypi.org
batchgenerators 0.20.1
Data augmentation toolkit
15 versions - Latest release: about 4 years ago - 6 dependent packages - 272 dependent repositories - 91.5 thousand downloads last month - 1,045 stars on GitHub - 3 maintainers
Top 4.9% on pypi.org
lightning-app 2.2.4
Use Lightning Apps to build everything from production-ready, multi-cloud ML systems to simple re...
66 versions - Latest release: 8 days ago - 1 dependent package - 2 dependent repositories - 734 downloads last month - 26,752 stars on GitHub - 3 maintainers
Top 2.3% on pypi.org
lightning-fabric 2.2.3
Pretrain, finetune and deploy AI models on multiple GPUs, TPUs with zero code changes.
33 versions - Latest release: 17 days ago - 6 dependent packages - 4 dependent repositories - 88.9 thousand downloads last month - 26,752 stars on GitHub - 3 maintainers
vformer 0.1.3
A modular PyTorch library for vision transformer models
4 versions - Latest release: almost 2 years ago - 1 dependent repositories - 14 downloads last month - 160 stars on GitHub - 3 maintainers
lightning-colossalai 0.1.0
Efficient Large-Scale Distributed Training with Colossal-AI and Lightning AI.
4 versions - Latest release: about 1 year ago - 2 dependent packages - 93 downloads last month - 58 stars on GitHub - 2 maintainers
Top 6.7% on pypi.org
torchgan 0.1.0
Research Framework for easy and efficient training of GANs based on Pytorch
7 versions - Latest release: over 2 years ago - 11 dependent repositories - 204 downloads last month - 1,378 stars on GitHub - 2 maintainers
aine-drl 0.1.1
AINE-DRL is a deep reinforcement learning (DRL) baseline framework. AINE means "Agent IN Environm...
2 versions - Latest release: about 1 year ago - 17 downloads last month - 7 stars on GitHub - 2 maintainers
fluxai 0.0.1
Lifelong Machine Learning Framework
1 version - Latest release: 12 days ago - 2 maintainers
ml-dataloader 0.9.0
dataloader for machelearning
24 versions - Latest release: over 1 year ago - 1 dependent repositories - 57 downloads last month - 0 stars on GitHub - 2 maintainers
mldiag 0.0.1
A framework to diagnose ML models
1 version - Latest release: over 3 years ago - 1 dependent repositories - 6 downloads last month - 2 maintainers
hyperlight 0.0.5
Hyperlight is a Pytorch hypernetwork framework with a streamlined API
5 versions - Latest release: about 1 year ago - 45 downloads last month - 19 stars on GitHub - 2 maintainers
synchronx 0.0.1 ๐Ÿ’ฐ
synchro - Pytorch
1 version - Latest release: 6 months ago - 3 downloads last month - 5 stars on GitHub - 2 maintainers
teragpt 0.0.3 ๐Ÿ’ฐ
Paper - Pytorch
3 versions - Latest release: 5 months ago - 8 downloads last month - 12 stars on GitHub - 2 maintainers
screenai 0.0.8 ๐Ÿ’ฐ
Screen AI - Pytorch
5 versions - Latest release: 3 months ago - 259 downloads last month - 140 stars on GitHub - 2 maintainers
sophia-optimizer 0.2.5
Sophia Optimizer ULTRA FAST
11 versions - Latest release: 9 months ago - 91 downloads last month - 359 stars on GitHub - 2 maintainers
verifyannotations 0.1.1
verify YOLO data annotations
6 versions - Latest release: 2 months ago - 417 downloads last month - 1 stars on GitHub - 2 maintainers
infini-transformer-pytorch 0.1.1
Infini-Transformer in Pytorch
25 versions - Latest release: about 20 hours ago - 1.96 thousand downloads last month - 82 stars on GitHub - 2 maintainers
llama-client-aic 1.0.8
python client for redten - a platform for building and testing distributed, self-hosted LLMs with...
9 versions - Latest release: 6 months ago - 1 dependent repositories - 39 downloads last month - 2 stars on GitHub - 2 maintainers
swarms-cloud 0.2.5 ๐Ÿ’ฐ
Swarms Cloud - Pytorch
22 versions - Latest release: 24 days ago - 1.43 thousand downloads last month - 15 stars on GitHub - 2 maintainers
simplified-transormer-torch 0.0.1 ๐Ÿ’ฐ
Paper - Pytorch
1 version - Latest release: 5 months ago - 4 downloads last month - 9 stars on GitHub - 2 maintainers
bampe-weights 0.1.0
An alternative approach to building foundational generative AI models with visualizations using B...
6 versions - Latest release: 5 months ago - 1 dependent repositories - 32 downloads last month - 7 stars on GitHub - 2 maintainers
griffin-torch 0.0.3 ๐Ÿ’ฐ
Griffin - Pytorch
3 versions - Latest release: 2 months ago - 39 downloads last month - 32 stars on GitHub - 2 maintainers
Related Keywords
machine learning 592 deep-learning 405 artificial intelligence 400 pytorch 301 nvidia 290 reinforcement learning 268 supervised learning 251 unsupervised learning 247 logging 242 artificial-intelligence 240 machine-learning 191 python 156 optimizers 129 transformers 125 Prompt Engineering 124 tensorflow 112 ai 101 AI 85 transformer 73 computer vision 72 attention-mechanism 72 attention mechanism 67 keras 61 neural network 54 gpt4 52 neural networks 51 computer-vision 49 cuda 48 ml 47 neural-network 44 neural-networks 43 nlp 43 runtime 41 torch 40 attention-mechanisms 37 attention 35 data-science 34 classification 32 gpu 32 natural language processing 32 multimodal 30 attention-is-all-you-need 28 deeplearning 27 segmentation 23 data science 23 NLP 23 inference 19 image segmentation 19 multi-modality 19 pytorch-lightning 19 multi-modal 18 image-classification 17 medical image analysis 17 jax 17 natural-language-processing 17 object-detection 16 image classification 16 deep-neural-networks 16 robotics 16 bioinformatics 16 tensor 15 image-processing 15 reinforcement-learning 14 medical image segmentation 14 augmentation 14 scikit-learn 14 regression 14 quantization 14 multimodal-deep-learning 14 research 14 object detection 14 learning 13 onnx 13 recommender-system 13 automl 13 vision 12 genomics 12 recommendation 12 text-to-image 12 tensorflow2 12 convolutional-neural-networks 12 audio 12 swarms 12 gpt 12 numpy 11 multimodality 11 ML 11 fastai 11 memory 11 CNN 11 image 11 feature extraction 10 semantic segmentation 10 image-segmentation 10 cnn 10 parquet 10 library 10 visualization 10 llm 10 vision-transformer 10