loss-functions

There are 7 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.
artificial-intelligence autograd bayesian-statistics convolutional-neural-networks data-science deep-learning ensemble-learning feature-extraction graduate-school information-theory interview-preparation jax jobs logistic-regression loss-functions machine-learning python pytorch pytorch-tutorial
3781
bermanmaxim / LovaszSoftmax
Code for the Lovász-Softmax loss (CVPR 2018)
image-segmentation loss-functions neural-networks pytorch
Language:Jupyter Notebook 1284
KaiyangZhou / pytorch-center-loss
Pytorch implementation of Center Loss
center-loss computer-vision deep-learning feature-learning loss-functions python pytorch
Language:Python 786
pbaylies / stylegan-encoder
StyleGAN Encoder - converts real images to latent space
generative-adversarial-network gan resnet-50 perceptual-losses loss-functions neural-networks deep-neural-networks deep-learning
Language:Jupyter Notebook 683
vandit15 / Class-balanced-loss-pytorch
Pytorch implementation of the paper "Class-Balanced Loss Based on Effective Number of Samples"
computer-vision cvpr2019 deep-learning loss-functions pytorch
Language:Python 646
happynear / AMSoftmax
A simple yet effective loss function for face verification.
deep-learning face-recognition loss-functions metric-learning softmax
Language:MATLAB 466
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 375
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 294
auraloss
csteinmetz1 / auraloss
Collection of audio-focused loss functions in PyTorch
loss-functions pytorch audio
Language:Python 292
happynoom / DeepTrade
A LSTM model using Risk Estimation loss function for stock trades in market
deep-learning loss-functions lstm lstm-model lstm-networks neural-network stock stock-prediction
Language:Python 282
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
umbertogriffo / focal-loss-keras
Binary and Categorical Focal loss implementation in Keras.
deep-learning deep-neural-networks keras loss-functions cross-entropy-loss binary-classification categorical-cross-entropy
Language:Python 257
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 207
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 205
xuuuuuuchen / Active-Contour-Loss
Implementation of active contour loss function
deep-learning keras loss-functions segmentation tensorflow
Language:Python 178
mblondel / fenchel-young-losses
Probabilistic classification in PyTorch/TensorFlow/scikit-learn with Fenchel-Young losses
loss-functions probabilistic-classification pytorch sklearn tensorflow
Language:Python 171
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 computer-graphics computer-vision cub-dataset deep-learning gan kaolin loss-functions mesh neural-networks pascal3d point-cloud pose-prediction pytorch rendering shapenet shapenet-dataset single-view-reconstruction voxel
Language:Python 169
Mephisto405 / Learning-Loss-for-Active-Learning
Reproducing experimental results of LL4AL [Yoo et al. 2019 CVPR]
active-learning loss-functions loss
Language:Python 151
artemmavrin / focal-loss
TensorFlow implementation of focal loss
deep-learning keras loss-functions tensorflow
Language:Python 149
JuliaML / LossFunctions.jl
Julia package of loss functions for machine learning.
classification julia loss-functions machine-learning regression
Language:Julia 117
catboost / catboost-viewer
Standalone application for plotting charts with different training statistics in a browser.
javascript visualization loss-functions
Language:JavaScript 115
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 109
AdeelH / pytorch-multi-class-focal-loss
An (unofficial) implementation of Focal Loss, as described in the RetinaNet paper, generalized to the multi-class case.
classification deep-learning imbalanced-classes implementation-of-research-paper loss-functions machine-learning multiclass-classification neural-network pytorch pytorch-implementation retinanet
Language:Python 106
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 80
lidq92 / LinearityIQA
[official] Norm-in-Norm Loss with Faster Convergence and Better Performance for Image Quality Assessment (ACM MM 2020)
image-quality-assessment in-the-wild loss-functions regression
Language:Python 73
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 70
kahnchana / opl
Official repository for "Orthogonal Projection Loss" (ICCV'21)
classification deep-learning loss-functions
Language:Python 67
alfonmedela / triplet-loss-pytorch
Highly efficient PyTorch version of the Semi-hard Triplet loss ⚡️
triplet-loss triplet loss-functions metric-learning constellation pytorch pytorch-implementation
Language:Python 60
junqiangchen / Image-Segmentation-Loss-Functions
some loss functions of image segmentation
loss-functions tensroflow 2dversion 3dversion dice-loss image-segmentation surface
Language:Python 57
isi-vista / structure_via_consensus
Towards Learning Structure via Consensus for Face Segmentation and Parsing (CVPR 2020)
face-segmentation consensus structure pixel-wise cvpr2020 encoder-decoder loss-functions
Language:Jupyter Notebook 53
yiyixuxu / polyloss-pytorch
Implementing PolyLoss in Pytorch
loss-functions
Language:Jupyter Notebook 53
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 49
HiLab-git / ACELoss
Implementations of "Learning Euler's Elastica Model for Medical Image Segmentation"
active-contour-model loss-functions medical-image-segmentation
Language:Python 49
OniroAI / Semantic-segmentation-with-MobileNetV3
TensorFlow (Keras) implementation of MobileNetV3 and its segmentation head
augmentation cnn cnn-architectures cnn-segmentation cnn-training computer-vision deep-learning docker jupyter-notebooks loss-functions makefile mobilenetv3 neural-network notebook person-segmentation segmentation semantic-segmentation tensorflow
Language:Python 48
andrijdavid / FocalLoss
Weighted Focal Loss for multilabel classification
pytorch pytorch-implementation loss-functions loss
Language:Python 45
ThinamXx / Fastai
I will implement Fastai in each projects present in this repository.
fastai deeplearning pytorch classification regression loss-functions image-classification decision-tree transformers-models
Language:Jupyter Notebook 42

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