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Attention_keras ⭐ 429

Keras Layer implementation of Attention for Sequential models

Keras Unet Collection ⭐ 428

The Tensorflow, Keras implementation of U-net, V-net, U-net++, UNET 3+, Attention U-net, R2U-net, ResUnet-a, U^2-Net, TransUNET, and Swin-UNET with optional ImageNet-trained backbones.

Source Code Notebook ⭐ 428

关于一些经典论文源码的逐行中文笔记

Residualattentionnetwork Pytorch ⭐ 423

a pytorch code about Residual Attention Network. This code is based on two projects from

Multimodal Transformer ⭐ 418

[ACL'19] [PyTorch] Multimodal Transformer

Keras Text ⭐ 417

Text Classification Library in Keras

Aspect Based Sentiment Analysis ⭐ 413

💭 Aspect-Based-Sentiment-Analysis: Transformer & Explainable ML (TensorFlow)

Structured Self Attention ⭐ 412

A Structured Self-attentive Sentence Embedding

Keras Transformer ⭐ 410

Keras library for building (Universal) Transformers, facilitating BERT and GPT models

Neural Network for generating structured queries from natural language.

Ner Bert ⭐ 403

BERT-NER (nert-bert) with google bert https://github.com/google-research.

Point Transformer Pytorch ⭐ 402

Implementation of the Point Transformer layer, in Pytorch

Hierarchical Attention Networks ⭐ 396

Document classification with Hierarchical Attention Networks in TensorFlow. WARNING: project is currently unmaintained, issues will probably not be addressed.

Attention Ocr Chinese Version ⭐ 394

Attention OCR Based On Tensorflow

Time Series Autoencoder ⭐ 386

📈 PyTorch Dual-Attention LSTM-Autoencoder For Multivariate Time Series 📈

Pytorch Original Transformer ⭐ 376

My implementation of the original transformer model (Vaswani et al.). I've additionally included the playground.py file for visualizing otherwise seemingly hard concepts. Currently included IWSLT pretrained models.

Siggraphasia2019_remastering ⭐ 376

Code for the paper "DeepRemaster: Temporal Source-Reference Attention Networks for Comprehensive Video Enhancement". http://iizuka.cs.tsukuba.ac.jp/projects/remasterin

Recurrent Visual Attention ⭐ 367

A PyTorch Implementation of "Recurrent Models of Visual Attention"

Attention Augmented Conv2d ⭐ 363

Implementing Attention Augmented Convolutional Networks using Pytorch

Deep_learning_nlp ⭐ 359

Keras, PyTorch, and NumPy Implementations of Deep Learning Architectures for NLP

Dynamic Convolution Pytorch ⭐ 352

Pytorch!!!Pytorch!!!Pytorch!!! Dynamic Convolution: Attention over Convolution Kernels (CVPR-2020)

Relationprediction ⭐ 347

ACL 2019: Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs

Reimplementation of DRAW

Tacotronv2_wavernn_chinese ⭐ 344

tacotronV2 + wavernn 实现中文语音合成(Tensorflow + pytorch)

PraNet: Parallel Reverse Attention Network for Polyp Segmentation, MICCAI 2020 (Oral). Code using Jittor Framework is available.

Sagpool ⭐ 338

Official PyTorch Implementation of SAGPool - ICML 2019

Cs224n 2019 Solutions ⭐ 329

Complete solutions for Stanford CS224n, winter, 2019

Linformer Pytorch ⭐ 323

My take on a practical implementation of Linformer for Pytorch.

A PyTorch implementation of "Predict then Propagate: Graph Neural Networks meet Personalized PageRank" (ICLR 2019).

Second-order Attention Network for Single Image Super-resolution (CVPR-2019)

Transformer Tensorflow ⭐ 318

Implementation of Transformer Model in Tensorflow

Keras Transformer ⭐ 312

Transformer implemented in Keras

Text Classification Models Pytorch ⭐ 309

Implementation of State-of-the-art Text Classification Models in Pytorch

Relation Aware Global Attention Networks ⭐ 305

We design an effective Relation-Aware Global Attention (RGA) module for CNNs to globally infer the attention.

Transformer Tensorflow ⭐ 304

TensorFlow implementation of 'Attention Is All You Need (2017. 6)'

Keras Gat ⭐ 301

Keras implementation of the graph attention networks (GAT) by Veličković et al. (2017; https://arxiv.org/abs/1710.10903)

Youmaynotneedattention ⭐ 301

Code for the Eager Translation Model from the paper You May Not Need Attention

Attentionwalk ⭐ 299

A PyTorch Implementation of "Watch Your Step: Learning Node Embeddings via Graph Attention" (NeurIPS 2018).

An Attention-Based User Behavior Modeling Framework for Recommendation

Var Attn ⭐ 296

Latent Alignment and Variational Attention

official implementation of the spatial-temporal attention neural network (STANet) for remote sensing image change detection

Code of Directional Self-Attention Network (DiSAN)

Cm3leon ⭐ 288

An open source implementation of "Scaling Autoregressive Multi-Modal Models: Pretraining and Instruction Tuning", an all-new multi modal AI that uses just a decoder to generate both text and images

Deep Time Series Prediction ⭐ 287

Seq2Seq, Bert, Transformer, WaveNet for time series prediction.

Ffa Net ⭐ 286

FFA-Net: Feature Fusion Attention Network for Single Image Dehazing

Slot Attention ⭐ 286

Implementation of Slot Attention from GoogleAI

Tf Keras Vis ⭐ 286

Neural network visualization toolkit for tf.keras

Graphtransformer ⭐ 285

Graph Transformer Architecture. Source code for "A Generalization of Transformer Networks to Graphs", DLG-AAAI'21.

Open Musiclm ⭐ 281

Implementation of MusicLM, a text to music model published by Google Research, with a few modifications.

Attention Based Bilstm Relation Extraction ⭐ 279

Tensorflow Implementation of "Attention-Based Bidirectional Long Short-Term Memory Networks for Relation Classification" (ACL 2016)

Linear Attention Transformer ⭐ 278

Transformer based on a variant of attention that is linear complexity in respect to sequence length

Vit Keras ⭐ 276

Keras implementation of ViT (Vision Transformer)

Neural Summary Tensorflow ⭐ 276

Tensorflow_end2end_speech_recognition ⭐ 275

End-to-End speech recognition implementation base on TensorFlow (CTC, Attention, and MTL training)

Exploring Self-attention for Image Recognition, CVPR2020.

Official code repository of "BERTology Meets Biology: Interpreting Attention in Protein Language Models."

Face_attention_network ⭐ 271

Pytorch implementation of face attention network

Local Attention ⭐ 270

An implementation of local windowed attention for language modeling

Efficientdet Pytorch ⭐ 266

这是一个efficientdet-pytorch的源码，可以用于训练自己的模型。

Mtad Gat Pytorch ⭐ 265

PyTorch implementation of MTAD-GAT (Multivariate Time-Series Anomaly Detection via Graph Attention Networks) by Zhao et. al (2020, https://arxiv.org/abs/2009.02040).

See More, Know More: Unsupervised Video Object Segmentation with Co-Attention Siamese Networks (CVPR19)

Video Person Reid ⭐ 264

Video-based Person ReID Method Implementations on MARS

Pspnet Pytorch ⭐ 261

这是一个pspnet-pytorch的源码，可以用于训练自己的模型。

Vqa2.0 Recent Approachs 2018.pytorch ⭐ 260

A pytroch reimplementation of "Bilinear Attention Network", "Intra- and Inter-modality Attention", "Learning Conditioned Graph Structures", "Learning to count object", "Bottom-up top-down" for Visual Question Answering 2.0

Vit Explain ⭐ 260

Explainability for Vision Transformers

Attention Lvcsr ⭐ 259

End-to-End Attention-Based Large Vocabulary Speech Recognition

Seq2seq Summarizer ⭐ 259

Pointer-generator reinforced seq2seq summarization in PyTorch

A PyTorch implementation of "Graph Classification Using Structural Attention" (KDD 2018).

Unsupervised Attention Guided Image To Image Translation ⭐ 256

Unsupervised Attention-Guided Image to Image Translation

Encoder_decoder ⭐ 256

Four styles of encoder decoder model by Python, Theano, Keras and Seq2Seq

Cgnl Network.pytorch ⭐ 253

Compact Generalized Non-local Network (NIPS 2018)

Implementation of ABCNN(Attention-Based Convolutional Neural Network) on Tensorflow

Emotion Fan ⭐ 245

ICIP 2019: Frame Attention Networks for Facial Expression Recognition in Videos

GMAN: A Graph Multi-Attention Network for Traffic Prediction (GMAN, https://fanxlxmu.github.io/publication/aaai2020/) was accepted by AAAI-2020.

Gast Net 3dposeestimation ⭐ 243

A Graph Attention Spatio-temporal Convolutional Networks for 3D Human Pose Estimation in Video (GAST-Net)

Bilstm Lan ⭐ 243

Hierarchically-Refined Label Attention Network for Sequence Labeling

Dual-Stage Attention-Based Recurrent Neural Net for Time Series Prediction

RANet: Ranking Attention Network for Fast Video Object Segmentation (VOS), ICCV2019

Cross Scale Non Local Attention ⭐ 238

PyTorch code for our paper "Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining" (CVPR2020).

Attention_branch_network ⭐ 236

Attention Branch Network (CIFAR100, ImageNet models)

Pen Net For Inpainting ⭐ 235

[CVPR'2019] PEN-Net: Learning Pyramid-Context Encoder Network for High-Quality Image Inpainting

Tacred Relation ⭐ 233

PyTorch implementation of the position-aware attention model for relation extraction

Neural end-to-end Speech Translation Toolkit

Tf Nlp Blocks ⭐ 231

Some frequently used NLP blocks I implemented

Unsupervised Aspect Extraction ⭐ 230

Code for acl2017 paper "An unsupervised neural attention model for aspect extraction"

all kinds of baseline models for long text classificaiton( text categorization)

Enjoy Hamburger ⭐ 228

[ICLR 2021 top 3%] Is Attention Better Than Matrix Decomposition?

Pytorch code for "Real image denoising with feature attention", ICCV (Oral), 2019.

Yolo Multi Backbones Attention ⭐ 223

Model Compression—YOLOv3 with multi lightweight backbones(ShuffleNetV2 HuaWei GhostNet), attention, prune and quantization

Eeg Conformer ⭐ 222

EEG Transformer 2.0. i. Convolutional Transformer for EEG Decoding. ii. Novel visualization - Class Activation Topography.

Ws Dan.pytorch ⭐ 221

A PyTorch implementation of WS-DAN (Weakly Supervised Data Augmentation Network) for FGVC (Fine-Grained Visual Classification)

Code for "Actor-Attention-Critic for Multi-Agent Reinforcement Learning" ICML 2019

Decoupled Attention Network ⭐ 219

Pytorch implementation for "Decoupled attention network for text recognition".

Textclf ⭐ 217

TextClf ：基于Pytorch/Sklearn的文本分类框架，包括逻辑回归、SVM、TextCNN、TextR

Rxnmapper ⭐ 215

RXNMapper: Unsupervised attention-guided atom-mapping. Code complementing our Science Advances publication on "Extraction of organic chemistry grammar from unsupervised learning of chemical reactions" (https://advances.sciencemag.org/content/7/15/eabe

Pytorch Batch Attention Seq2seq ⭐ 215

PyTorch implementation of batched bi-RNN encoder and attention-decoder.

Deeprl Grounding ⭐ 213

Train an RL agent to execute natural language instructions in a 3D Environment (PyTorch)

Hairnet ⭐ 212

HairNet addon for Blender

[ECCV22] Official Implementation of HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation

Learning Unsupervised Video Object Segmentation through Visual Attention (CVPR19, PAMI20)

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