🔝 SustainBench: Benchmarks for Monitoring the Sustainable Development Goals with Machine Learning

Github: https://github.com/sustainlab-group/sustainbench

Paper: https://arxiv.org/abs/2111.04724v1

Datasets: https://sustainlab-group.github.io/sustainbench/docs/datasets/

👉 @bigdata_1

VOLO: Vision Outlooker for Visual Recognition

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

Paper: https://arxiv.org/abs/2106.13112

👉 @bigdata_1

🏡 AlphaGardenSim

The simulator implements a custom OpenAI gym reinforcement learning environment for this polyculture farming setup.

Github: https://github.com/berkeleyautomation/alphagarden

Paper: https://arxiv.org/abs/2111.06014v1

Project: https://rieff.jacksonchui.ai/

👉 @bigdata_1

Neural Network Pruning

Github: https://github.com/lucaslie/torchprune

Paper: https://arxiv.org/abs/2106.12718v1

👉 @bigdata_1

📌 Dense Unsupervised Learning for Video Segmentation

Github: https://github.com/visinf/dense-ulearn-vos

Paper: https://openreview.net/pdf?id=i8kfkuiCJCI

Video: https://www.youtube.com/watch?v=BqVtZJSLOzg&ab_channel=VisualInference

Dataset: https://paperswithcode.com/dataset/davis-2017

👉 @bigdata_1

CAMS: Color-Aware Multi-Style Transfer

Github: https://github.com/mahmoudnafifi/color-aware-style-transfer

Paper: https://arxiv.org/abs/2106.13920v1

👉 @bigdata_1

🔄 Unofficial PyTorch implementation of Masked Autoencoders Are Scalable Vision Learners

Github: https://github.com/pengzhiliang/MAE-pytorch

Paper: https://arxiv.org/abs/2111.06377

Pytorch: https://github.com/lucidrains/vit-pytorch

Dataset: https://paperswithcode.com/dataset/ade20k

👉 @bigdata_1

Deep Equilibrium Models

Github: https://github.com/locuslab/deq

Paper: https://arxiv.org/abs/2106.14342v1

👉 @bigdata_1

📶 Word Embeddings Transformers In SVM Classifier Using Python

https://www.nbshare.io/notebook/197284676/Word-Embeddings-Transformers-In-SVM-Classifier-Using-Python/

👉 @bigdata_1

Multilayer Networks for Text Analysis with Multiple Data Types

Github: https://github.com/martingerlach/hSBM_Topicmodel

Paper: https://arxiv.org/pdf/2106.15821v1.pdf

👉 @bigdata_1

🧊 GANformer: Generative Adversarial Transformers

Github: https://github.com/pengzhiliang/MAE-pytorch

Paper: https://arxiv.org/abs/2111.08960

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

👉 @bigdata_1

PlanSys2: A Planning System Framework for ROS2

Github: https://github.com/IntelligentRoboticsLabs/ros2_planning_system

Paper: https://arxiv.org/abs/2107.00376v1

👉 @bigdata_1

DeBERTaV3: Improving DeBERTa using ELECTRA-Style Pre-Training with Gradient-Disentangled Embedding Sharing

Github: https://github.com/microsoft/DeBERTa

Explanation: https://www.youtube.com/watch?v=_c6A33Fg5Ns&ab_channel=YannicKilcher

Paper: https://arxiv.org/abs/2111.09543v1

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

Documentation: https://deberta.readthedocs.io/en/latest/

👉 @bigdata_1

Deep Transfer Learning Baselines for Sentiment Analysis in Russian

Github: https://github.com/sismetanin/sentiment-analysis-in-russian

Paper: https://www.sciencedirect.com/science/article/abs/pii/S0306457320309730?dgcid=author

👉 @bigdata_1

🌍 TorchGeo is a PyTorch domain library, similar to torchvision, that provides datasets, transforms, samplers, and pre-trained models specific to geospatial data.

Github: https://github.com/microsoft/torchgeo

Paper: https://arxiv.org/abs/2111.08872v1

Dataset: https://paperswithcode.com/dataset/so2sat-lcz42

Documentation: https://github.com/microsoft/torchgeo#documentation

👉 @bigdata_1

Rapid Neural Architecture Search by Learning to Generate Graphs from Datasets

Github: https://github.com/HayeonLee/MetaD2A

Paper: https://arxiv.org/abs/2107.00860v1

👉 @bigdata_1

👀 PoolFormer: MetaFormer is Actually What You Need for Vision

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

Paper: https://arxiv.org/abs/2111.11418

Dataset: https://paperswithcode.com/dataset/ade20k

Colab: https://colab.research.google.com/github/sail-sg/poolformer/blob/main/misc/poolformer_demo.ipynb

👉 @bigdata_1

RandLA-Net: Efficient Semantic Segmentation of Large-Scale Point Clouds (CVPR 2020)

Github: https://github.com/QingyongHu/RandLA-Net

Paper: https://arxiv.org/abs/1911.11236

Project: http://randla-net.cs.ox.ac.uk/

👉 @bigdata_1

🔋 Density-aware Chamfer Distance

Github: density_aware_chamfer_distance

Paper: https://arxiv.org/abs/2111.12702

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

👉 @bigdata_1

You Only 👀 One Sequence

Rethinking Transformer in Vision through Object Detection

Github: https://paperswithcode.com/paper/you-only-look-at-one-sequence-rethinking

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

Paper: https://arxiv.org/abs/2106.00666

👉 @bigdata_1