Popular GitHub Repositories for Nested Relations

The code for our newly accepted paper in Pattern Recognition 2020: "U^2-Net: Going Deeper with Nested U-Structure for Salient Object Detection."

Represent, send, store and search multimodal data

Implementation of different kinds of Unet Models for Image Segmentation - Unet , RCNN-Unet, Attention Unet, RCNN-Attention Unet, Nested Unet

PyTorch implementation of "Learning to Discover Cross-Domain Relations with Generative Adversarial Networks"

VocGAN: A High-Fidelity Real-time Vocoder with a Hierarchically-nested Adversarial Network

ASER (Activities, States, Events, and their Relations): a large-scale weighted eventuality knowledge graph.

Nested LSTM Cell

?? RumbleDB 1.22.0 "Pyrenean oak" ? for Apache Spark | Run queries on your large-scale, messy JSON-like data (JSON, text, CSV, Parquet, ROOT, AVRO, SVM...) | No install required (just a jar to download) | Declarative Machine Learning and more

Official code of Franca: Nested Matryoshka Clustering for Scalable Visual Representation Learning

Nested Hierarchical Transformer https://arxiv.org/pdf/2105.12723.pdf

Probabilistic Programming and Nested sampling in JAX

A PyTorch implementation of the paper: Specifying Object Attributes and Relations in Interactive Scene Generation

TensorFlow Implementation of the paper "End-to-End Relation Extraction using LSTMs on Sequences and Tree Structures" and "Classifying Relations via Long Short Term Memory Networks along Shortest Dependency Paths" for classifying relations

Implementation of Nested Named Entity Recognition using BERT

Holistically-Nested Edge Detection (HED) using CoreML and Swift

Neural Network-Boosted Importance Nested Sampling for Bayesian Statistics

Instruct LLMs for flat and nested NER. Fine-tuning Llama and Mistral models for instruction named entity recognition. (Instruction NER)

UNet series network architectures (UNet, R2UNet, Attention UNet, Nested UNet, Tiny UNet etc.), combined with joint training of YOLO and other networks

[CVPR21] Visual Semantic Role Labeling for Video Understanding (https://arxiv.org/abs/2104.00990)

Classifying Relations by Ranking with Convolutional Neural Networks