BigData

Green Hierarchical Vision Transformer for Masked Image Modeling

Github: https://github.com/layneh/greenmim

Paper: https://arxiv.org/abs/2205.13515v1

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

👉 @bigdata_1

Perturbation Augmentation for Fairer NLP

Responsible NLP projects from Meta AI.

Github: https://github.com/facebookresearch/responsiblenlp

Paper: https://arxiv.org/abs/2205.12586v1

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

👉 @bigdata_1

BEVFusion: A Simple and Robust LiDAR-Camera Fusion Framework

Github: https://github.com/adlab-autodrive/bevfusion

Paper: https://arxiv.org/abs/2205.13790v1

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

👉 @bigdata_1

Time-series Transformer Generative Adversarial Networks

Github: https://github.com/jsyoon0823/TimeGAN

Paper: https://arxiv.org/abs/2205.11164v1

Stock data: https://finance.yahoo.com/quote/GOOG/history

Energy data: http://archive.ics.uci.edu/ml/datasets/Appliances+energy+prediction

👉 @bigdata_1

Imagen unprecedented photorealism × deep level of language understanding From Google

Home: https://gweb-research-imagen.appspot.com/

Paper: https://gweb-research-imagen.appspot.com/paper.pdf

👉 @bigdata_1

Automated Crossword Solving

Pretrained models, precomputed FAISS embeddings, and a crossword clue-answer dataset.

Github: https://github.com/albertkx/berkeley-crossword-solver

Paper: https://arxiv.org/abs/2205.09665v1

Dataset: https://www.xwordinfo.com/JSON/

👉 @bigdata_1

PYSKL: Towards Good Practices for Skeleton Action Recognition

Skeleton-based action recognition

Github: https://github.com/kennymckormick/pyskl

Paper: https://arxiv.org/abs/2205.09443v1

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

👉 @bigdata_1

AvatarCLIP: Zero-Shot Text-Driven Generation and Animation of 3D Avatars

Github: https://github.com/hongfz16/avatarclip

Colab demo: https://colab.research.google.com/drive/1dfaecX7xF3nP6fyXc8XBljV5QY1lc1TR?usp=sharing

Paper: https://arxiv.org/abs/2205.08535v1

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

Instructions: https://github.com/hongfz16/AvatarCLIP/blob/main/Avatar2FBX/README.md

👉 @bigdata_1

RankGen - Improving Text Generation with Large Ranking Models

RankGen is a 1.2 billion encoder model which maps prefixes and generations from any language model (in continutation to the prefix) to a shared vector space.

Github: https://github.com/martiansideofthemoon/rankgen

Paper: https://arxiv.org/abs/2205.09726

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

👉 @bigdata_1

A graph-transformer for whole slide image classification

Graph-Transformer (GT) that fuses a graph-based representation of an WSI and a vision transformer for processing pathology images.

Github: https://github.com/vkola-lab/tmi2022

Paper: https://arxiv.org/abs/2205.09671v1

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

👉 @bigdata_1

Sockeye

Sockeye is an open-source sequence-to-sequence framework for Neural Machine Translation built on PyTorch.

Code: https://github.com/awslabs/sockeye

Tutorial: https://github.com/awslabs/sockeye/blob/main/docs/tutorials/wmt_large.md

Paper: https://arxiv.org/abs/2205.06618v1

👉 @bigdata_1

Towards Unified Keyframe Propagation Models

A two-stream approach, where high-frequency features interact locally and low-frequency features interact globally.

Github: https://github.com/runwayml/guided-inpainting

Paper: https://arxiv.org/abs/2205.09731v1

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

👉 @bigdata_1

Language Models are Few-shot Multilingual Learners

Github: https://github.com/gentaiscool/few-shot-lm

Paper: https://arxiv.org/abs/2109.07684v1

👉 @bigdata_1

🔝 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

Alias-Free Generative Adversarial Networks (StyleGAN3)

Github: https://github.com/pdillis/stylegan3-fun

Paper: https://arxiv.org/abs/2111.02175v1

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

👉 @bigdata_1

Semi-supervised-learning-for-medical-image-segmentation.

Github: https://github.com/HiLab-git/SSL4MIS

Paper: https://arxiv.org/abs/2112.04894v1

👉 @bigdata_1

Asymmetric 3D Context Fusion for Universal Lesion Detection

Github: https://github.com/M3DV/AlignShift

Paper: https://arxiv.org/pdf/2109.08684v1.pdf

👉 @bigdata_1

Language Models Can See: Plugging Visual Controls in Text Generation

Github: https://github.com/yxuansu/magic

Paper: https://arxiv.org/abs/2205.02655v1

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

Contrastive Framework for Neural Text Generation: https://github.com/yxuansu/simctg

Colab: https://colab.research.google.com/drive/19lyyMXDRNr-Op8vwUOiRmbhMxI_s3rwW?usp=sharing

👉 @bigdata_1

PyRDF2Vec: A Python Implementation and Extension of RDF2Vec

Create a 2D feature matrix from a Knowledge Graph for downstream ML tasks.

Github: https://github.com/IBCNServices/pyRDF2Vec

RDF2Vec: http://rdf2vec.org/

Paper: https://arxiv.org/abs/2205.02283v1

Examples: https://github.com/IBCNServices/pyRDF2Vec/tree/main/examples

How to Create Representations of Entities in a Knowledge Graph

👉 @bigdata_1

Group R-CNN for Point-based Weakly Semi-supervised Object Detection

Instance-aware representation learning which consists of instance-aware feature enhancement and instance-aware parameter generation to overcome this issue.

Code: https://github.com/jshilong/grouprcnn

Installation: https://mmdetection.readthedocs.io/en/v2.18.1/get_started.html#installation

Paper: https://arxiv.org/abs/2205.05920v1

Task: https://paperswithcode.com/task/object-detection

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

👉 @bigdata_1