BigData

DiffusionDB

DiffusionDB is the first large-scale text-to-image prompt dataset.

Github: https://github.com/poloclub/diffusiondb

🗒 Paper: https://arxiv.org/abs/2210.14896v1

Dataset: https://huggingface.co/datasets/poloclub/diffusiondb

👉 @bigdata_1

Перед вами — книга-метод, книга-наставник, способная перевернуть мышление и помочь выработать осознанный подход к работе и жизни в целом путём высокоуровневого планирования.

В своей второй книге IT-архитектор, методолог, педагог Александр Бындю раскрывает наиболее эффективный на сегодняшний день метод стратегического планирования, получивший название «Карта гипотез». Карта учит, как достигать намеченной цели через гипотезы, и служит навигатором на этом пути. В основу книги легли годы практики, и с уверенностью можно сказать, что Карта гипотез позволяет создать стратегию достижения для самых амбициозных целей.

У Карты гипотез нет ограничений по области применения или роли пользователя — она будет полезна в самых разных ситуациях, от личного планирования до планирования работы огромной компании. Автор надеется, что его метод, которому посвящена эта книга, послужит вашему благополучию во всех сферах жизни.

Ознакомиться с книгой

MetaFormer Baselines for Vision

Github: https://github.com/sail-sg/metaformer

🗒 Paper: https://arxiv.org/abs/2210.13452v1

Dataset: https://paperswithcode.com/dataset/imagenet

👉 @bigdata_1

Towards Realistic Low-resource Relation Extraction: A Benchmark with Empirical Baseline Study

conda create -n knowprompt python=3.8

conda activate knowprompt

Github: https://github.com/zjunlp/KnowPrompt

🗒 Paper: https://arxiv.org/abs/2210.10678v1

Dataset: https://github.com/zjunlp/KnowPrompt/blob/master/dataset/semeval

👉 @bigdata_1

LAVIS - A Library for Language-Vision Intelligence

LAVIS is a Python deep learning library for LAnguage-and-VISion intelligence research and applications.

git clone https://github.com/salesforce/LAVIS.git
cd LAVIS
pip install .

Github: https://github.com/salesforce/lavis

🗒 Paper: https://arxiv.org/abs/2210.08773v1

Models: https://github.com/salesforce/LAVIS/tree/main/examples

Docs: https://opensource.salesforce.com/LAVIS//latest/index.html

Dataset: https://paperswithcode.com/dataset/ok-vqa

👉 @bigdata_1

Benchmarking ML for MD simulation

Molecular dynamics simulation with machine learning force fields.

Github: https://github.com/kyonofx/mdsim

🗒 Paper: https://arxiv.org/abs/2210.07237v1

Guide: https://github.com/kyonofx/mdsim#install-other-dependencies

Dataset: https://paperswithcode.com/dataset/md17

👉 @bigdata_1

PDEBENCH: An Extensive Benchmark for Scientific Machine Learning

Github: https://github.com/pdebench/pdebench

🗒 Paper: https://arxiv.org/abs/2210.07182v1

Dataset https://darus.uni-stuttgart.de/dataset.xhtml?persistentId=doi:10.18419/darus-2986

Pre-Trained Models : https://darus.uni-stuttgart.de/dataset.xhtml?persistentId=doi:10.18419/darus-2987

👉 @bigdata_1

Bayesian Optimisation & Reinforcement Learning Research

pip install HEBO

Github: https://github.com/huawei-noah/HEBO

🗒 Docs: https://hebo.readthedocs.io/en/latest/

T-LBO: https://github.com/huawei-noah/HEBO/blob/master/T-LBO

Reinforcement Learning Research : https://github.com/huawei-noah/HEBO/tree/master/SAUTE

👉 @bigdata_1

Map-free Visual Relocalization: Metric Pose Relative to a Single Image

⚙️Github: https://github.com/nianticlabs/map-free-reloc

📄Paper: https://arxiv.org/abs/2210.05494v1

Project: https://research.nianticlabs.com/mapfree-reloc-benchmark

🗒Dataset: https://paperswithcode.com/dataset/kitti

👉 @bigdata_1

2BiVQA: Double Bi-LSTM based Video Quality Assessment of UGC Videos

Github: https://github.com/atelili/2bivqa

Paper: https://arxiv.org/abs/2208.14774v1

Dataset: https://paperswithcode.com/dataset/live-vqc

Tasks: https://paperswithcode.com/task/video-quality-assessment

👉 @bigdata_1

PyTorch Image Quality (PIQ) is a collection of measures and metrics for image quality assessment.

$ pip install piq

Github: https://github.com/photosynthesis-team/piq

Paper: https://arxiv.org/abs/2208.14818v1

Docs: https://piq.readthedocs.io.

Datasets: https://paperswithcode.com/dataset/kadid-10k

👉 @bigdata_1

Self-Supervised Pyramid Representation Learning
for Multi-Label Visual Analysis and Beyond

Github: https://github.com/wesleyhsieh0806/ss-prl

Paper: https://arxiv.org/abs/2208.14439v1

Datasets: https://github.com/wesleyhsieh0806/ss-prl#books-prepare-dataset

Downstream: http://host.robots.ox.ac.uk/pascal/VOC/

👉 @bigdata_1

YOLOX-PAI: An Improved YOLOX Version by PAI

Github: https://github.com/alibaba/EasyCV

Paper: https://arxiv.org/abs/2208.13040v1

Datasets: https://paperswithcode.com/dataset/coco

👉 @bigdata_1

Awesome-Dataset-Distillation

Github: https://github.com/Guang000/Awesome-Dataset-Distillation

Awesome Computer Vision: https://github.com/jbhuang0604/awesome-computer-vision

Paper: https://arxiv.org/abs/2208.11311v1

Datasets: https://paperswithcode.com/dataset/cifar-10

👉 @bigdata_1

Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language Tasks

Masked "language" modeling on images (Imglish), texts (English), and image-text pairs ("parallel sentences") in a unified manner.

Github: https://github.com/microsoft/unilm/tree/master/beit

Paper: https://arxiv.org/abs/2208.10442v1

Datasets: https://paperswithcode.com/dataset/visual-genome

👉 @bigdata_1

Cold Diffusion: Inverting Arbitrary Image Transforms Without Noise

Github: https://github.com/arpitbansal297/cold-diffusion-models

Paper: https://arxiv.org/abs/2208.09392v1

Cold-Diffusion: https://arxiv.org/abs/2208.09392

Datasets: https://paperswithcode.com/dataset/celeba

👉 @bigdata_1

Unifying Visual Perception by Dispersible Points Learning

Conceptually simple, flexible, and universal visual perception head for variant visual task

Github: https://github.com/sense-x/unihead

Paper: https://arxiv.org/abs/2208.08630v1

Model: https://drive.google.com/file/d/1TwFCog_PMd1HWA7s-s9pN2F_fgyMyR3x/view

Datasets: https://paperswithcode.com/dataset/imagenet

👉 @bigdata_1