loss-functions

There are 9 repositories under loss-functions topic.

BoltzmannEntropy / interviews.ai
It is my belief that you, the postgraduate students and job-seekers for whom the book is primarily meant will benefit from reading it; however, it is my hope that even the most experienced researchers will find it fascinating as well.
data-science machine-learning deep-learning interview-preparation jobs artificial-intelligence pytorch-tutorial graduate-school pytorch python jax autograd information-theory bayesian-statistics convolutional-neural-networks ensemble-learning feature-extraction logistic-regression loss-functions
4441
bermanmaxim / LovaszSoftmax
Code for the Lovász-Softmax loss (CVPR 2018)
image-segmentation pytorch neural-networks loss-functions
Language:Jupyter Notebook 1358
KaiyangZhou / pytorch-center-loss
Pytorch implementation of Center Loss
center-loss computer-vision deep-learning feature-learning loss-functions python pytorch
Language:Python 942
vandit15 / Class-balanced-loss-pytorch
Pytorch implementation of the paper "Class-Balanced Loss Based on Effective Number of Samples"
pytorch cvpr2019 loss-functions deep-learning computer-vision
Language:Python 770
pbaylies / stylegan-encoder
StyleGAN Encoder - converts real images to latent space
deep-learning deep-neural-networks gan generative-adversarial-network loss-functions neural-networks perceptual-losses resnet-50
Language:Jupyter Notebook 739
auraloss
csteinmetz1 / auraloss
Collection of audio-focused loss functions in PyTorch
audio loss-functions pytorch
Language:Python 664
happynear / AMSoftmax
A simple yet effective loss function for face verification.
deep-learning face-recognition loss-functions metric-learning softmax
Language:Matlab 482
cvqluu / Angular-Penalty-Softmax-Losses-Pytorch
Angular penalty loss functions in Pytorch (ArcFace, SphereFace, Additive Margin, CosFace)
metric-learning pytorch loss-functions loss-function embedding face-verification fashion-mnist fmnist-dataset face-recognition speaker-recognition sphereface arcface normface am-softmax
Language:Python 476
dingkeyan93 / DISTS
IQA: Deep Image Structure and Texture Similarity Metric
dists iqa texture structure similarity optimization loss-functions pytorch quality-metrics image-quality-assessment
Language:Python 347
GT-RIPL / L2C
Learning to Cluster. A deep clustering strategy.
clustering deep-learning deep-neural-networks artificial-neural-networks artificial-intelligence unsupervised-learning supervised-learning similarity-metric semi-supervised-learning transfer-learning loss-functions
Language:Python 313
happynoom / DeepTrade
A LSTM model using Risk Estimation loss function for stock trades in market
lstm neural-network lstm-networks lstm-model loss-functions deep-learning stock-prediction stock
Language:Python 308
dingkeyan93 / IQA-optimization
Comparison of IQA models in Perceptual Optimization
pytorch optimization loss-functions image-quality-assessment steerable-filters vif fsim lpips dists ssim iqa
Language:Python 285
umbertogriffo / focal-loss-keras
Binary and Categorical Focal loss implementation in Keras.
binary-classification categorical-cross-entropy cross-entropy-loss deep-learning deep-neural-networks keras loss-functions
Language:Python 277
THUFutureLab / gluon-face
An unofficial Gluon FR Toolkit for face recognition. https://gluon-face.readthedocs.io
mxnet gluon face-recognition loss-functions pretrained-models arcface center-loss gluoncv sphereface cosine-loss
Language:Python 268
2dimageto3dmodel
NikolaZubic / 2dimageto3dmodel
We evaluate our method on different datasets (including ShapeNet, CUB-200-2011, and Pascal3D+) and achieve state-of-the-art results, outperforming all the other supervised and unsupervised methods and 3D representations, all in terms of performance, accuracy, and training time.
3d-computer-graphics 3d-reconstruction pose-prediction single-view-reconstruction computer-vision computer-graphics kaolin pytorch deep-learning neural-networks loss-functions rendering gan shapenet shapenet-dataset cub-dataset pascal3d mesh voxel point-cloud
Language:Python 266
HarleysZhang / dl_note
深度学习系统笔记，包含深度学习数学基础知识、神经网络基础部件详解、深度学习炼丹策略、模型压缩算法详解，以及如何实现深度学习推理框架实战。
cnn convolutional-neural-networks deep-learning pytorch activation-functions inference-framework loss-functions machine-learning cpp python
Language:Python 228
Mephisto405 / Learning-Loss-for-Active-Learning
Reproducing experimental results of LL4AL [Yoo et al. 2019 CVPR]
active-learning loss-functions loss
Language:Python 208
AdeelH / pytorch-multi-class-focal-loss
An (unofficial) implementation of Focal Loss, as described in the RetinaNet paper, generalized to the multi-class case.
pytorch deep-learning loss-functions classification neural-network retinanet multiclass-classification imbalanced-classes pytorch-implementation implementation-of-research-paper machine-learning
Language:Python 207
xuuuuuuchen / Active-Contour-Loss
Implementation of active contour loss function
deep-learning keras loss-functions segmentation tensorflow
Language:Python 194
kozistr / pytorch_optimizer
optimizer & lr scheduler & loss function collections in PyTorch
optimizer pytorch ranger chebyshev adamp radam madgrad adabound adabelief sam lookahead deep-learning diffgrad adamd nero adan gradient-centralization adai learning-rate-scheduling loss-functions
Language:Python 191
artemmavrin / focal-loss
TensorFlow implementation of focal loss
deep-learning tensorflow keras loss-functions
Language:Python 186
mblondel / fenchel-young-losses
Probabilistic classification in PyTorch/TensorFlow/scikit-learn with Fenchel-Young losses
loss-functions probabilistic-classification pytorch tensorflow sklearn
Language:Python 182
JuliaML / LossFunctions.jl
Julia package of loss functions for machine learning.
machine-learning loss-functions classification regression julia
Language:Julia 146
catboost / catboost-viewer
Standalone application for plotting charts with different training statistics in a browser.
javascript loss-functions visualization
Language:JavaScript 120
alfonmedela / triplet-loss-pytorch
Highly efficient PyTorch version of the Semi-hard Triplet loss ⚡️
constellation loss-functions metric-learning pytorch pytorch-implementation triplet triplet-loss
Language:Python 112
YunYang1994 / SphereFace
🍑 TensorFlow Code for CVPR 2017 paper "SphereFace: Deep Hypersphere Embedding for Face Recognition"
tensorflow loss-functions cvpr-2017 angular-softamx-loss face-recognition deep-learning
Language:Python 112
kahnchana / opl
Official repository for "Orthogonal Projection Loss" (ICCV'21)
loss-functions deep-learning classification
Language:Python 111
lidq92 / LinearityIQA
[official] Norm-in-Norm Loss with Faster Convergence and Better Performance for Image Quality Assessment (ACM MM 2020)
image-quality-assessment loss-functions regression in-the-wild
Language:Python 90
richardwth / MMD-GAN
Improving MMD-GAN training with repulsive loss function
generative-adversarial-network maximum-mean-discrepancy loss-functions deep-learning dcgan mmd mmd-gan learning-rate mmd-losses discriminator tensorflow gan generative-model
Language:Python 84
seorim0 / DCCRN-with-various-loss-functions
DCCRN with various loss functions
deep-learning loss-functions perceptual pytorch speech-enhancement
Language:Python 83
balanced-fl / Addressing-Class-Imbalance-FL
This is the code for Addressing Class Imbalance in Federated Learning (AAAI-2021).
federated-learning class-imbalance neural-network-training machine-learning loss-functions imbalance-classification
Language:Python 81
balanced-loss
fcakyon / balanced-loss
Easy to use class balanced cross entropy and focal loss implementation for Pytorch
binary-crossentropy class-balanced-loss cross-entropy focal-loss loss-functions python pytorch balanced-loss cvpr pip pypi computer-vision deep-learning image-classification machine-learning
Language:Python 78
sasidhar-programmer / Tensorflow_Advance_Techniques
deeplearning.ai Tensorflow advance techniques specialization
siamese-network loss-functions tensorflow tensorflow-advance coursera deeplearning-ai object-detection imagesegmentation tensorflow-features model-architecture github-tensorflow resnet rcnn mask-rcnn unet-image-segmentation
Language:Jupyter Notebook 74
aryan-jadon / Regression-Loss-Functions-in-Time-Series-Forecasting-Tensorflow
This repository contains the implementation of paper Temporal Fusion Transformers for Interpretable Multi-horizon Time Series Forecasting with different loss functions in Tensorflow. We have compared 14 regression loss functions performance on 4 different datasets.
deep-learning forecasting keras python tensorflow time-series time-series-forecasting transformers loss-functions machine-learning
Language:Python 70
yiyixuxu / polyloss-pytorch
Implementing PolyLoss in Pytorch
loss-functions
Language:Jupyter Notebook 70
HiLab-git / ACELoss
Implementations of "Learning Euler's Elastica Model for Medical Image Segmentation"
active-contour-model medical-image-segmentation loss-functions
Language:Python 65

loss-functions

BoltzmannEntropy / interviews.ai

bermanmaxim / LovaszSoftmax

KaiyangZhou / pytorch-center-loss

vandit15 / Class-balanced-loss-pytorch

pbaylies / stylegan-encoder

csteinmetz1 / auraloss

happynear / AMSoftmax

cvqluu / Angular-Penalty-Softmax-Losses-Pytorch

dingkeyan93 / DISTS

GT-RIPL / L2C

happynoom / DeepTrade

dingkeyan93 / IQA-optimization

umbertogriffo / focal-loss-keras

THUFutureLab / gluon-face

NikolaZubic / 2dimageto3dmodel

HarleysZhang / dl_note

Mephisto405 / Learning-Loss-for-Active-Learning

AdeelH / pytorch-multi-class-focal-loss

xuuuuuuchen / Active-Contour-Loss

kozistr / pytorch_optimizer

artemmavrin / focal-loss

mblondel / fenchel-young-losses

JuliaML / LossFunctions.jl

catboost / catboost-viewer

alfonmedela / triplet-loss-pytorch

YunYang1994 / SphereFace

kahnchana / opl

lidq92 / LinearityIQA

richardwth / MMD-GAN

seorim0 / DCCRN-with-various-loss-functions

balanced-fl / Addressing-Class-Imbalance-FL

fcakyon / balanced-loss

sasidhar-programmer / Tensorflow_Advance_Techniques

aryan-jadon / Regression-Loss-Functions-in-Time-Series-Forecasting-Tensorflow

yiyixuxu / polyloss-pytorch

HiLab-git / ACELoss