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advanced-deep-learning-2019-fall

attention-cnn

Source code for "On the Relationship between Self-Attention and Convolutional Layers"

attentive-modality-hopping-for-ser

TensorFlow implementation of "Attentive Modality Hopping for Speech Emotion Recognition"

audiolm-pytorch

Implementation of AudioLM, a SOTA Language Modeling Approach to Audio Generation out of Google Research, in Pytorch

cleanlab

Finding label errors in datasets and learning with noisy labels.

closerlookfewshot

source code to ICLR'19, 'A Closer Look at Few-shot Classification'

crossdomainfewshot

Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation (ICLR 2020 spotlight)

db-aiat

The implementation of "Dual-branch Attention-In-Attention Transformer for single-channel speech enhancement"

deepembeddingmodel_zsl

Tensorflow code for CVPR 2017 paper: Learning a Deep Embedding Model for Zero-Shot Learning

deepemd

Code for paper "DeepEMD: Few-Shot Image Classification with Differentiable Earth Mover's Distance and Structured Classifiers", CVPR2020

domainbed

DomainBed is a suite to test domain generalization algorithms

emotion

Tools for testing emotion recognition methods.

espnet

End-to-End Speech Processing Toolkit

few-shot-gnn

fluda

Separate block diagrams for training and test phases.

im2wav

Implementation of the pipeline presented in I hear your true colors: Image Guided Audio Generation

jukemir

Perform transfer learning for MIR using Jukebox!

mcd_da

meta-weight-net

NeurIPS'19: Meta-Weight-Net: Learning an Explicit Mapping For Sample Weighting (Pytorch implementation for noisy labels).

mqtts

nara_wpe

Different implementations of "Weighted Prediction Error" for speech dereverberation

rdlr

selectivenet

code for the ICML paper "SelectiveNet - A Deep Neural Network with an Integrated Reject Option"

ser_augmentation_cyclegan

speech emotion recognition, augmentation

skipvqvc

An implementation of SkipVQVC with various settings.

speech-transformer

A PyTorch implementation of Speech Transformer, an End-to-End ASR with Transformer network on Mandarin Chinese.

tvlt

PyTorch code for “TVLT: Textless Vision-Language Transformer” (NeurIPS 2022)

universal-domain-adaptation

Code release for Universal Domain Adaptation(CVPR 2019)

usoms-e_life

Baseline pipeline LiFE to reproduce the extracted linguistic features from the ComParE2020_USOMS-e challenge. We utilise and provide contextual word embeddings using a frozen (not fine-tuned) German Bidirectional Language Transformer (Bert).

vad

Voice activity detection (VAD) toolkit including DNN, bDNN, LSTM and ACAM based VAD. We also provide our directly recorded dataset.