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DialogID
DialogID-main/src/auto_text_classifier/atc/utils/adt_utils.py
''' 对抗训练 参考实现 https://fyubang.com/2019/10/15/adversarial-train/ ''' import torch import numpy as np from torch.autograd import Variable # from loguru import logger class FGM(): def __init__(self, model): self.model = model self.backup = {} def attack(self, epsilon=1., emb_name='emb.'): ...
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DialogID
DialogID-main/src/auto_text_classifier/atc/utils/data_utils.py
import os import numpy as np import pandas as pd from sklearn.model_selection import KFold from sklearn.model_selection import train_test_split from transformers.data.processors.utils import InputFeatures from torch.utils.data import Dataset, DataLoader, RandomSampler, SequentialSampler def init_dir(dir_path): """...
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DialogID
DialogID-main/src/auto_text_classifier/atc/utils/hf_train.py
import logging import math import os import re import shutil import warnings from contextlib import contextmanager from pathlib import Path from typing import Any, Callable, Dict, List, Optional, Tuple, Union import random import numpy as np import torch from packaging import version from torch import nn from torch.uti...
43,013
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DialogID
DialogID-main/src/auto_text_classifier/atc/utils/hf_training_args.py
import dataclasses import json import logging import os from dataclasses import dataclass, field from typing import Any, Dict, Optional, Tuple from transformers.file_utils import cached_property, is_torch_available, torch_required def is_torch_tpu_available(): return False if is_torch_available(): import t...
15,395
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py
baryrat
baryrat-master/docs/conf.py
# Configuration file for the Sphinx documentation builder. # # This file only contains a selection of the most common options. For a full # list see the documentation: # https://www.sphinx-doc.org/en/master/usage/configuration.html # -- Path setup -------------------------------------------------------------- # If ex...
2,008
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py
Adversarial-Counterfactual-Learning-and-Evaluation-for-Recommender-System
Adversarial-Counterfactual-Learning-and-Evaluation-for-Recommender-System-main/train_on_simulation.py
from typing import List import os import time import argparse from argparse import Namespace import logging from scipy import sparse as sp #type: ignore import numpy as np #type: ignore from sklearn.utils.extmath import randomized_svd #type: ignore from tqdm import tqdm #type: ignore import pandas as pd #type: ignore...
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py
Adversarial-Counterfactual-Learning-and-Evaluation-for-Recommender-System
Adversarial-Counterfactual-Learning-and-Evaluation-for-Recommender-System-main/NCF_validation.py
from typing import List import os import time import argparse from argparse import Namespace import logging from scipy import sparse as sp #type: ignore import numpy as np #type: ignore from sklearn.utils.extmath import randomized_svd #type: ignore from tqdm import tqdm #type: ignore import pandas as pd #type: ignore...
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py
Adversarial-Counterfactual-Learning-and-Evaluation-for-Recommender-System
Adversarial-Counterfactual-Learning-and-Evaluation-for-Recommender-System-main/robust_simulation.py
"""Script to generate recommendation data from simulation""" import argparse from argparse import Namespace import os import pandas as pd #type: ignore import torch #type: ignore import numpy as np #type: ignore from scipy import sparse as sp #type: ignore from tqdm import tqdm #type: ignore from acgan.data import Rat...
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py
Adversarial-Counterfactual-Learning-and-Evaluation-for-Recommender-System
Adversarial-Counterfactual-Learning-and-Evaluation-for-Recommender-System-main/train_on_real.py
from typing import List import os import time import argparse from argparse import Namespace import logging from scipy import sparse as sp #type: ignore import numpy as np #type: ignore from sklearn.utils.extmath import randomized_svd #type: ignore from tqdm import tqdm #type: ignore import pandas as pd #type: ignore...
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py
Adversarial-Counterfactual-Learning-and-Evaluation-for-Recommender-System
Adversarial-Counterfactual-Learning-and-Evaluation-for-Recommender-System-main/simulation.py
"""Script to generate recommendation data from simulation""" import argparse from argparse import Namespace import os import pandas as pd #type: ignore import torch #type: ignore import numpy as np #type: ignore from scipy import sparse as sp #type: ignore from tqdm import tqdm #type: ignore from acgan.data import Rat...
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py
Adversarial-Counterfactual-Learning-and-Evaluation-for-Recommender-System
Adversarial-Counterfactual-Learning-and-Evaluation-for-Recommender-System-main/acgan/module.py
"""Modules are to express the mathematical relationships between parameters. Design note: The module shoudn't care about things like data transformations. It should be as self-contained as possible. Dirty jobs should be done by the Model class which serves as a bridge between reality(data) and the theory(module). """ ...
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py
Adversarial-Counterfactual-Learning-and-Evaluation-for-Recommender-System
Adversarial-Counterfactual-Learning-and-Evaluation-for-Recommender-System-main/acgan/data.py
import os import argparse import logging from typing import Dict, List, Tuple, Optional, Set import numpy as np # type: ignore import pandas as pd # type: ignore from scipy import sparse as sp # type: ignore import torch # type: ignore from torch.utils import data # type: ignore from numpy.random import RandomSta...
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py
Adversarial-Counterfactual-Learning-and-Evaluation-for-Recommender-System
Adversarial-Counterfactual-Learning-and-Evaluation-for-Recommender-System-main/acgan/recommender.py
from typing import List, Optional, Tuple, Dict, Set import time import logging from tqdm import tqdm # type: ignore from scipy import sparse as sp # type: ignore import numpy as np # type: ignore from sklearn.utils.extmath import randomized_svd # type: ignore import torch # type: ignore from torch import nn # ty...
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py
imgclsmob
imgclsmob-master/eval_ke.py
""" Script for evaluating trained model on Keras (validate/test). """ import argparse import time import logging import keras from common.logger_utils import initialize_logging from keras_.utils import prepare_ke_context, prepare_model, get_data_rec, get_data_generator, backend_agnostic_compile def parse_args():...
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py
imgclsmob
imgclsmob-master/load_model.py
""" Script for downloading model weights. """ import argparse import numpy as np def parse_args(): parser = argparse.ArgumentParser(description="Download model", formatter_class=argparse.ArgumentDefaultsHelpFormatter) parser.add_argument( "--model", ty...
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imgclsmob
imgclsmob-master/eval_gl.py
""" Script for evaluating trained model on MXNet/Gluon (validate/test). """ import os import time import logging import argparse from sys import version_info from common.logger_utils import initialize_logging from gluon.utils import prepare_mx_context, prepare_model from gluon.utils import calc_net_weight_count, v...
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imgclsmob
imgclsmob-master/sotabench.py
from torchbench.image_classification import ImageNet from pytorch.pytorchcv.models.model_store import _model_sha1 from pytorch.pytorchcv.model_provider import get_model as ptcv_get_model import torchvision.transforms as transforms import torch import math from sys import version_info # import os for model_name, model...
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imgclsmob
imgclsmob-master/train_tf2.py
""" Script for training model on TensorFlow 2.0. """ import os import logging import argparse import numpy as np import random import tensorflow as tf from common.logger_utils import initialize_logging from tensorflow2.tf2cv.model_provider import get_model from tensorflow2.dataset_utils import get_dataset_metainfo...
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imgclsmob
imgclsmob-master/eval_pt.py
""" Script for evaluating trained model on PyTorch (validate/test). """ import os import time import logging import argparse from sys import version_info from common.logger_utils import initialize_logging from pytorch.utils import prepare_pt_context, prepare_model from pytorch.utils import calc_net_weight_count, v...
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py
imgclsmob
imgclsmob-master/eval_gl_det.py
""" Script for evaluating trained model on MXNet/Gluon (validate/test). """ import os import time import logging import argparse from sys import version_info from common.logger_utils import initialize_logging from gluon.utils import prepare_mx_context, prepare_model from gluon.utils import calc_net_weight_count, v...
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imgclsmob
imgclsmob-master/train_ke.py
""" Script for training model on Keras. """ import argparse import time import logging import os import numpy as np import random import keras from keras.models import load_model from keras.callbacks import ModelCheckpoint import mxnet as mx from common.logger_utils import initialize_logging from keras_.utils impo...
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py
imgclsmob
imgclsmob-master/eval_tf2.py
""" Script for evaluating trained model on TensorFlow 2.0 (validate/test). """ import os import time import logging import argparse from sys import version_info import tensorflow as tf from common.logger_utils import initialize_logging from tensorflow2.utils import prepare_model from tensorflow2.tf2cv.models.model...
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imgclsmob
imgclsmob-master/prep_model.py
""" Script for preparing the model for publication. """ import os import argparse import subprocess import shutil import re import hashlib import zipfile import pandas as pd def parse_args(): """ Parse python script parameters. Returns: ------- ArgumentParser Resulted args. """ ...
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imgclsmob
imgclsmob-master/convert_models.py
""" Script for converting models between frameworks (MXNet, Gluon, PyTroch, Chainer, Keras, TensorFlow). """ import argparse import logging import re import numpy as np from common.logger_utils import initialize_logging def parse_args(): parser = argparse.ArgumentParser(description="Convert models (Gluon/PyT...
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py
imgclsmob
imgclsmob-master/train_gl_mealv2.py
""" Script for training model on MXNet/Gluon. """ import argparse import time import logging import os import random import numpy as np import mxnet as mx from mxnet import gluon from mxnet import autograd as ag from common.logger_utils import initialize_logging from common.train_log_param_saver import TrainLogP...
33,553
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imgclsmob
imgclsmob-master/train_pt.py
""" Script for training model on PyTorch. """ import os import time import logging import argparse import random import numpy as np import torch.nn as nn import torch.backends.cudnn as cudnn import torch.utils.data from common.logger_utils import initialize_logging from common.train_log_param_saver import TrainL...
20,958
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py
imgclsmob
imgclsmob-master/train_gl.py
""" Script for training model on MXNet/Gluon. """ import argparse import time import logging import os import random import numpy as np import mxnet as mx from mxnet import gluon from mxnet import autograd as ag from common.logger_utils import initialize_logging from common.train_log_param_saver import TrainLogP...
28,277
30.489978
119
py
imgclsmob
imgclsmob-master/chainer_/chainercv2/models/quartznet.py
""" QuartzNet for ASR, implemented in Chainer. Original paper: 'QuartzNet: Deep Automatic Speech Recognition with 1D Time-Channel Separable Convolutions,' https://arxiv.org/abs/1910.10261. """ __all__ = ['quartznet5x5_en_ls', 'quartznet15x5_en', 'quartznet15x5_en_nr', 'quartznet15x5_fr', 'quartznet15x5_de'...
13,081
42.899329
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py
imgclsmob
imgclsmob-master/chainer_/metrics/det_metrics.py
""" Evaluation Metrics for Object Detection. """ import warnings import numpy as np import mxnet as mx __all__ = ['CocoDetMApMetric'] class CocoDetMApMetric(mx.metric.EvalMetric): """ Detection metric for COCO bbox task. Parameters: ---------- img_height : int Processed image height. ...
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imgclsmob
imgclsmob-master/chainer_/datasets/coco_hpe2_dataset.py
""" COCO keypoint detection (2D multiple human pose estimation) dataset (for Lightweight OpenPose). """ import os import json import math import cv2 from operator import itemgetter import numpy as np from chainercv.chainer_experimental.datasets.sliceable import GetterDataset from .dataset_metainfo import DatasetMe...
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imgclsmob
imgclsmob-master/chainer_/datasets/coco_hpe3_dataset.py
""" COCO keypoint detection (2D multiple human pose estimation) dataset (for IBPPose). """ import os import math import cv2 import numpy as np from chainercv.chainer_experimental.datasets.sliceable import GetterDataset from .dataset_metainfo import DatasetMetaInfo class CocoHpe3Dataset(GetterDataset): """ ...
23,313
39.830123
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py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/airnext.py
""" AirNeXt for ImageNet-1K, implemented in TensorFlow. Original paper: 'Attention Inspiring Receptive-Fields Network for Learning Invariant Representations,' https://ieeexplore.ieee.org/document/8510896. """ __all__ = ['AirNeXt', 'airnext50_32x4d_r2', 'airnext101_32x4d_r2', 'airnext101_32x4d_r16'] import...
12,866
31.087282
115
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/pspnet.py
""" PSPNet for image segmentation, implemented in TensorFlow. Original paper: 'Pyramid Scene Parsing Network,' https://arxiv.org/abs/1612.01105. """ __all__ = ['PSPNet', 'pspnet_resnetd50b_voc', 'pspnet_resnetd101b_voc', 'pspnet_resnetd50b_coco', 'pspnet_resnetd101b_coco', 'pspnet_resnetd50b_ade20k'...
22,270
38.487589
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py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/dla.py
""" DLA for ImageNet-1K, implemented in TensorFlow. Original paper: 'Deep Layer Aggregation,' https://arxiv.org/abs/1707.06484. """ __all__ = ['DLA', 'dla34', 'dla46c', 'dla46xc', 'dla60', 'dla60x', 'dla60xc', 'dla102', 'dla102x', 'dla102x2', 'dla169'] import os import tensorflow as tf import tensorflow.keras...
22,786
31.599428
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py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/proxylessnas.py
""" ProxylessNAS for ImageNet-1K, implemented in TensorFlow. Original paper: 'ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware,' https://arxiv.org/abs/1812.00332. """ __all__ = ['ProxylessNAS', 'proxylessnas_cpu', 'proxylessnas_gpu', 'proxylessnas_mobile', 'proxylessnas_mobile14'...
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py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/shufflenetv2.py
""" ShuffleNet V2 for ImageNet-1K, implemented in TensorFlow. Original paper: 'ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design,' https://arxiv.org/abs/1807.11164. """ __all__ = ['ShuffleNetV2', 'shufflenetv2_wd2', 'shufflenetv2_w1', 'shufflenetv2_w3d2', 'shufflenetv2_w2'] import ...
13,783
32.784314
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py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/hrnet.py
""" HRNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'Deep High-Resolution Representation Learning for Visual Recognition,' https://arxiv.org/abs/1908.07919. """ __all__ = ['HRNet', 'hrnet_w18_small_v1', 'hrnet_w18_small_v2', 'hrnetv2_w18', 'hrnetv2_w30', 'hrnetv2_w32', 'hrnetv2...
25,313
34.703808
115
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/fcn8sd.py
""" FCN-8s(d) for image segmentation, implemented in TensorFlow. Original paper: 'Fully Convolutional Networks for Semantic Segmentation,' https://arxiv.org/abs/1411.4038. """ __all__ = ['FCN8sd', 'fcn8sd_resnetd50b_voc', 'fcn8sd_resnetd101b_voc', 'fcn8sd_resnetd50b_coco', 'fcn8sd_resnetd101b_coco',...
19,136
40.154839
119
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/selecsls.py
""" SelecSLS for ImageNet-1K, implemented in TensorFlow. Original paper: 'XNect: Real-time Multi-person 3D Human Pose Estimation with a Single RGB Camera,' https://arxiv.org/abs/1907.00837. """ __all__ = ['SelecSLS', 'selecsls42', 'selecsls42b', 'selecsls60', 'selecsls60b', 'selecsls84'] import os import ...
13,913
33.698254
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py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/inceptionv4.py
""" InceptionV4 for ImageNet-1K, implemented in TensorFlow. Original paper: 'Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning,' https://arxiv.org/abs/1602.07261. """ __all__ = ['InceptionV4', 'inceptionv4'] import os import tensorflow as tf import tensorflow.keras.layers a...
23,613
31.303694
120
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/regnet.py
""" RegNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'Designing Network Design Spaces,' https://arxiv.org/abs/2003.13678. """ __all__ = ['RegNet', 'regnetx002', 'regnetx004', 'regnetx006', 'regnetx008', 'regnetx016', 'regnetx032', 'regnetx040', 'regnetx064', 'regnetx080', 'regnetx1...
25,743
33.978261
118
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/icnet.py
""" ICNet for image segmentation, implemented in TensorFlow. Original paper: 'ICNet for Real-Time Semantic Segmentation on High-Resolution Images,' https://arxiv.org/abs/1704.08545. """ __all__ = ['ICNet', 'icnet_resnetd50b_cityscapes'] import os import tensorflow as tf import tensorflow.keras.layers as n...
15,700
31.985294
120
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/mobilenetb.py
""" MobileNet(B) with simplified depthwise separable convolution block for ImageNet-1K, implemented in TensorFlow. Original paper: 'MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications,' https://arxiv.org/abs/1704.04861. """ __all__ = ['mobilenetb_w1', 'mobilenetb_w3d4', 'mobi...
3,684
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114
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/inceptionresnetv1.py
""" InceptionResNetV1 for ImageNet-1K, implemented in TensorFlow. Original paper: 'Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning,' https://arxiv.org/abs/1602.07261. """ __all__ = ['InceptionResNetV1', 'inceptionresnetv1', 'InceptionAUnit', 'InceptionBUnit', 'InceptionCUn...
20,969
32.127962
117
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/scnet.py
""" SCNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'Improving Convolutional Networks with Self-Calibrated Convolutions,' http://mftp.mmcheng.net/Papers/20cvprSCNet.pdf. """ __all__ = ['SCNet', 'scnet50', 'scnet101', 'scneta50', 'scneta101'] import os import tensorflow as tf import tenso...
17,161
31.751908
117
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/igcv3.py
""" IGCV3 for ImageNet-1K, implemented in TensorFlow. Original paper: 'IGCV3: Interleaved Low-Rank Group Convolutions for Efficient Deep Neural Networks,' https://arxiv.org/abs/1806.00178. """ __all__ = ['IGCV3', 'igcv3_w1', 'igcv3_w3d4', 'igcv3_wd2', 'igcv3_wd4'] import os import tensorflow as tf import ...
10,739
32.667712
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/seresnet_cifar.py
""" SE-ResNet for CIFAR/SVHN, implemented in TensorFlow. Original paper: 'Squeeze-and-Excitation Networks,' https://arxiv.org/abs/1709.01507. """ __all__ = ['CIFARSEResNet', 'seresnet20_cifar10', 'seresnet20_cifar100', 'seresnet20_svhn', 'seresnet56_cifar10', 'seresnet56_cifar100', 'seresnet56_svhn'...
23,745
36.692063
120
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/resnetd.py
""" ResNet(D) with dilation for ImageNet-1K, implemented in TensorFlow. Original paper: 'Deep Residual Learning for Image Recognition,' https://arxiv.org/abs/1512.03385. """ __all__ = ['ResNetD', 'resnetd50b', 'resnetd101b', 'resnetd152b'] import os import tensorflow as tf import tensorflow.keras.layers as nn...
10,194
34.034364
120
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/quartznet.py
""" QuartzNet for ASR, implemented in TensorFlow. Original paper: 'QuartzNet: Deep Automatic Speech Recognition with 1D Time-Channel Separable Convolutions,' https://arxiv.org/abs/1910.10261. """ __all__ = ['quartznet5x5_en_ls', 'quartznet15x5_en', 'quartznet15x5_en_nr', 'quartznet15x5_fr', 'quartznet15x5_...
13,642
43.439739
119
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/preresnet.py
""" PreResNet for ImageNet-1K, implemented in TensorFlow. Original papers: 'Identity Mappings in Deep Residual Networks,' https://arxiv.org/abs/1603.05027. """ __all__ = ['PreResNet', 'preresnet10', 'preresnet12', 'preresnet14', 'preresnetbc14b', 'preresnet16', 'preresnet18_wd4', 'preresnet18_wd2', ...
28,922
33.107311
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py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/lednet.py
""" LEDNet for image segmentation, implemented in TensorFlow. Original paper: 'LEDNet: A Lightweight Encoder-Decoder Network for Real-Time Semantic Segmentation,' https://arxiv.org/abs/1905.02423. """ __all__ = ['LEDNet', 'lednet_cityscapes'] import os import tensorflow as tf import tensorflow.keras.layer...
22,964
31.94835
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py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/ibndensenet.py
""" IBN-DenseNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'Two at Once: Enhancing Learning and Generalization Capacities via IBN-Net,' https://arxiv.org/abs/1807.09441. """ __all__ = ['IBNDenseNet', 'ibn_densenet121', 'ibn_densenet161', 'ibn_densenet169', 'ibn_densenet201'] import os im...
14,434
32.414352
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py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/hardnet.py
""" HarDNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'HarDNet: A Low Memory Traffic Network,' https://arxiv.org/abs/1909.00948. """ __all__ = ['HarDNet', 'hardnet39ds', 'hardnet68ds', 'hardnet68', 'hardnet85'] import os import tensorflow as tf import tensorflow.keras.layers as nn from .comm...
24,226
35.213752
115
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/sinet.py
""" SINet for image segmentation, implemented in TensorFlow. Original paper: 'SINet: Extreme Lightweight Portrait Segmentation Networks with Spatial Squeeze Modules and Information Blocking Decoder,' https://arxiv.org/abs/1911.09099. """ __all__ = ['SINet', 'sinet_cityscapes'] import os import tensorflow ...
41,973
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py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/shufflenetv2b.py
""" ShuffleNet V2 for ImageNet-1K, implemented in TensorFlow. The alternative version. Original paper: 'ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design,' https://arxiv.org/abs/1807.11164. """ __all__ = ['ShuffleNetV2b', 'shufflenetv2b_wd2', 'shufflenetv2b_w1', 'shufflenetv2b_w3d2'...
14,161
32.559242
120
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/menet.py
""" MENet for ImageNet-1K, implemented in TensorFlow. Original paper: 'Merging and Evolution: Improving Convolutional Neural Networks for Mobile Applications,' https://arxiv.org/abs/1803.09127. """ __all__ = ['MENet', 'menet108_8x1_g3', 'menet128_8x1_g4', 'menet160_8x1_g8', 'menet228_12x1_g3', 'menet256_12...
18,147
33.112782
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py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/voca.py
""" VOCA for speech-driven facial animation, implemented in TensorFlow. Original paper: 'Capture, Learning, and Synthesis of 3D Speaking Styles,' https://arxiv.org/abs/1905.03079. """ __all__ = ['VOCA', 'voca8flame'] import os import tensorflow as tf import tensorflow.keras.layers as nn from .common import Ba...
8,094
32.589212
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/wrn_cifar.py
""" WRN for CIFAR/SVHN, implemented in TensorFlow. Original paper: 'Wide Residual Networks,' https://arxiv.org/abs/1605.07146. """ __all__ = ['CIFARWRN', 'wrn16_10_cifar10', 'wrn16_10_cifar100', 'wrn16_10_svhn', 'wrn28_10_cifar10', 'wrn28_10_cifar100', 'wrn28_10_svhn', 'wrn40_8_cifar10', 'wrn40_8_ci...
11,768
34.342342
115
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/inceptionresnetv2.py
""" InceptionResNetV2 for ImageNet-1K, implemented in TensorFlow. Original paper: 'Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning,' https://arxiv.org/abs/1602.07261. """ __all__ = ['InceptionResNetV2', 'inceptionresnetv2'] import os import tensorflow as tf import tensorf...
11,470
33.038576
117
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/ghostnet.py
""" GhostNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'GhostNet: More Features from Cheap Operations,' https://arxiv.org/abs/1911.11907. """ __all__ = ['GhostNet', 'ghostnet'] import os import math import tensorflow as tf import tensorflow.keras.layers as nn from .common import round_channe...
15,092
32.614699
115
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/efficientnet.py
""" EfficientNet for ImageNet-1K, implemented in TensorFlow. Original papers: - 'EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks,' https://arxiv.org/abs/1905.11946, - 'Adversarial Examples Improve Image Recognition,' https://arxiv.org/abs/1911.09665. """ __all__ = ['EfficientNe...
40,223
36.804511
120
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/pnasnet.py
""" PNASNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'Progressive Neural Architecture Search,' https://arxiv.org/abs/1712.00559. """ __all__ = ['PNASNet', 'pnasnet5large'] import os import tensorflow as tf import tensorflow.keras.layers as nn from .common import MaxPool2d, conv1x1, SimpleS...
23,512
31.253772
118
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/efficientnetedge.py
""" EfficientNet-Edge for ImageNet-1K, implemented in TensorFlow. Original paper: 'EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks,' https://arxiv.org/abs/1905.11946. """ __all__ = ['EfficientNetEdge', 'efficientnet_edge_small_b', 'efficientnet_edge_medium_b', 'efficientnet_edge_la...
15,845
37
118
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/ibnresnext.py
""" IBN-ResNeXt for ImageNet-1K, implemented in TensorFlow. Original paper: 'Aggregated Residual Transformations for Deep Neural Networks,' http://arxiv.org/abs/1611.05431. """ __all__ = ['IBNResNeXt', 'ibn_resnext50_32x4d', 'ibn_resnext101_32x4d', 'ibn_resnext101_64x4d'] import os import math import tensorfl...
12,035
32.620112
118
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/squeezenext.py
""" SqueezeNext for ImageNet-1K, implemented in TensorFlow. Original paper: 'SqueezeNext: Hardware-Aware Neural Network Design,' https://arxiv.org/abs/1803.10615. """ __all__ = ['SqueezeNext', 'sqnxt23_w1', 'sqnxt23_w3d2', 'sqnxt23_w2', 'sqnxt23v5_w1', 'sqnxt23v5_w3d2', 'sqnxt23v5_w2'] import os import tensor...
13,713
32.367397
119
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/grmiposelite_coco.py
""" GRMIPose (Google PoseNet) for COCO Keypoint, implemented in TensorFlow (Lite). Original paper: 'Towards Accurate Multi-person Pose Estimation in the Wild,' https://arxiv.org/abs/1701.01779. """ __all__ = ['GRMIPoseLite', 'grmiposelite_mobilenet_w1_coco'] import math import numpy as np import tensorflow as...
6,726
32.137931
118
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/bisenet.py
""" BiSeNet for CelebAMask-HQ, implemented in TensorFlow. Original paper: 'BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation,' https://arxiv.org/abs/1808.00897. """ __all__ = ['BiSeNet', 'bisenet_resnet18_celebamaskhq'] import os import tensorflow as tf import tensorflow.keras.la...
17,516
32.429389
120
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/resnet.py
""" ResNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'Deep Residual Learning for Image Recognition,' https://arxiv.org/abs/1512.03385. """ __all__ = ['ResNet', 'resnet10', 'resnet12', 'resnet14', 'resnetbc14b', 'resnet16', 'resnet18_wd4', 'resnet18_wd2', 'resnet18_w3d4', 'resnet18'...
27,599
32.948339
120
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/simpleposemobile_coco.py
""" SimplePose(Mobile) for COCO Keypoint, implemented in TensorFlow. Original paper: 'Simple Baselines for Human Pose Estimation and Tracking,' https://arxiv.org/abs/1804.06208. """ __all__ = ['SimplePoseMobile', 'simplepose_mobile_resnet18_coco', 'simplepose_mobile_resnet50b_coco', 'simplepose_mobi...
15,320
41.558333
120
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/cbamresnet.py
""" CBAM-ResNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'CBAM: Convolutional Block Attention Module,' https://arxiv.org/abs/1807.06521. """ __all__ = ['CbamResNet', 'cbam_resnet18', 'cbam_resnet34', 'cbam_resnet50', 'cbam_resnet101', 'cbam_resnet152'] import os import tensorflow as tf impo...
15,596
30.830612
115
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/diracnetv2.py
""" DiracNetV2 for ImageNet-1K, implemented in TensorFlow. Original paper: 'DiracNets: Training Very Deep Neural Networks Without Skip-Connections,' https://arxiv.org/abs/1706.00388. """ __all__ = ['DiracNetV2', 'diracnet18v2', 'diracnet34v2'] import os import tensorflow as tf import tensorflow.keras.laye...
9,781
30.152866
115
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/sepreresnet_cifar.py
""" SE-PreResNet for CIFAR/SVHN, implemented in TensorFlow. Original paper: 'Squeeze-and-Excitation Networks,' https://arxiv.org/abs/1709.01507. """ __all__ = ['CIFARSEPreResNet', 'sepreresnet20_cifar10', 'sepreresnet20_cifar100', 'sepreresnet20_svhn', 'sepreresnet56_cifar10', 'sepreresnet56_cifar10...
24,762
37.511664
119
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/danet.py
""" DANet for image segmentation, implemented in TensorFlow. Original paper: 'Dual Attention Network for Scene Segmentation,' https://arxiv.org/abs/1809.02983. """ __all__ = ['DANet', 'danet_resnetd50b_cityscapes', 'danet_resnetd101b_cityscapes'] import os import tensorflow as tf import tensorflow.keras.layer...
18,175
34.156673
120
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/mobilenetv2.py
""" MobileNetV2 for ImageNet-1K, implemented in TensorFlow. Original paper: 'MobileNetV2: Inverted Residuals and Linear Bottlenecks,' https://arxiv.org/abs/1801.04381. """ __all__ = ['MobileNetV2', 'mobilenetv2_w1', 'mobilenetv2_w3d4', 'mobilenetv2_wd2', 'mobilenetv2_wd4', 'mobilenetv2b_w1', 'mobile...
13,837
34.121827
120
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/squeezenet.py
""" SqueezeNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size,' https://arxiv.org/abs/1602.07360. """ __all__ = ['SqueezeNet', 'squeezenet_v1_0', 'squeezenet_v1_1', 'squeezeresnet_v1_0', 'squeezeresnet_v1_1'] ...
13,417
32.212871
118
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/vgg.py
""" VGG for ImageNet-1K, implemented in TensorFlow. Original paper: 'Very Deep Convolutional Networks for Large-Scale Image Recognition,' https://arxiv.org/abs/1409.1556. """ __all__ = ['VGG', 'vgg11', 'vgg13', 'vgg16', 'vgg19', 'bn_vgg11', 'bn_vgg13', 'bn_vgg16', 'bn_vgg19', 'bn_vgg11b', 'bn_vg...
14,207
31
117
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/resnet_cub.py
""" ResNet for CUB-200-2011, implemented in TensorFlow. Original paper: 'Deep Residual Learning for Image Recognition,' https://arxiv.org/abs/1512.03385. """ __all__ = ['resnet10_cub', 'resnet12_cub', 'resnet14_cub', 'resnetbc14b_cub', 'resnet16_cub', 'resnet18_cub', 'resnet26_cub', 'resnetbc26b_cub...
14,084
35.489637
117
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/bagnet.py
""" BagNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'Approximating CNNs with Bag-of-local-Features models works surprisingly well on ImageNet,' https://openreview.net/pdf?id=SkfMWhAqYQ. """ __all__ = ['BagNet', 'bagnet9', 'bagnet17', 'bagnet33'] import os import tensorflow as tf import ...
12,719
31.868217
116
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/airnet.py
""" AirNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'Attention Inspiring Receptive-Fields Network for Learning Invariant Representations,' https://ieeexplore.ieee.org/document/8510896. """ __all__ = ['AirNet', 'airnet50_1x64d_r2', 'airnet50_1x64d_r16', 'airnet101_1x64d_r2', 'AirBlock', '...
14,996
31.182403
115
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/mnasnet.py
""" MnasNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'MnasNet: Platform-Aware Neural Architecture Search for Mobile,' https://arxiv.org/abs/1807.11626. """ __all__ = ['MnasNet', 'mnasnet_b1', 'mnasnet_a1', 'mnasnet_small'] import os import tensorflow as tf import tensorflow.keras.layers as ...
15,818
33.997788
118
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/pyramidnet_cifar.py
""" PyramidNet for CIFAR/SVHN, implemented in TensorFlow. Original paper: 'Deep Pyramidal Residual Networks,' https://arxiv.org/abs/1610.02915. """ __all__ = ['CIFARPyramidNet', 'pyramidnet110_a48_cifar10', 'pyramidnet110_a48_cifar100', 'pyramidnet110_a48_svhn', 'pyramidnet110_a84_cifar10', 'pyramid...
24,103
32.711888
120
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/preresnet_cifar.py
""" PreResNet for CIFAR/SVHN, implemented in TensorFlow. Original papers: 'Identity Mappings in Deep Residual Networks,' https://arxiv.org/abs/1603.05027. """ __all__ = ['CIFARPreResNet', 'preresnet20_cifar10', 'preresnet20_cifar100', 'preresnet20_svhn', 'preresnet56_cifar10', 'preresnet56_cifar100'...
24,758
36.11994
120
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/alphapose_coco.py
""" AlphaPose for COCO Keypoint, implemented in TensorFlow. Original paper: 'RMPE: Regional Multi-person Pose Estimation,' https://arxiv.org/abs/1612.00137. """ __all__ = ['AlphaPose', 'alphapose_fastseresnet101b_coco'] import os import tensorflow as tf from .common import conv3x3, PixelShuffle, DucBlock, Hea...
7,571
34.886256
116
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/pyramidnet.py
""" PyramidNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'Deep Pyramidal Residual Networks,' https://arxiv.org/abs/1610.02915. """ __all__ = ['PyramidNet', 'pyramidnet101_a360', 'PyrUnit'] import os import tensorflow as tf import tensorflow.keras.layers as nn from .common import Conv2d, Batc...
13,503
30.699531
117
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/seresnet.py
""" SE-ResNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'Squeeze-and-Excitation Networks,' https://arxiv.org/abs/1709.01507. """ __all__ = ['SEResNet', 'seresnet10', 'seresnet12', 'seresnet14', 'seresnet16', 'seresnet18', 'seresnet26', 'seresnetbc26b', 'seresnet34', 'seresnetbc38b'...
19,070
32.694346
118
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/seresnet_cub.py
""" SE-ResNet for CUB-200-2011, implemented in TensorFlow. Original paper: 'Squeeze-and-Excitation Networks,' https://arxiv.org/abs/1709.01507. """ __all__ = ['seresnet10_cub', 'seresnet12_cub', 'seresnet14_cub', 'seresnetbc14b_cub', 'seresnet16_cub', 'seresnet18_cub', 'seresnet26_cub', 'seresnetbc2...
14,111
35.942408
120
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/densenet.py
""" DenseNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'Densely Connected Convolutional Networks,' https://arxiv.org/abs/1608.06993. """ __all__ = ['DenseNet', 'densenet121', 'densenet161', 'densenet169', 'densenet201', 'DenseUnit', 'TransitionBlock'] import os import tensorflow as tf import...
11,289
32.011696
116
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/seresnext.py
""" SE-ResNeXt for ImageNet-1K, implemented in TensorFlow. Original paper: 'Squeeze-and-Excitation Networks,' https://arxiv.org/abs/1709.01507. """ __all__ = ['SEResNeXt', 'seresnext50_32x4d', 'seresnext101_32x4d', 'seresnext101_64x4d'] import os import tensorflow as tf import tensorflow.keras.layers as nn fr...
9,503
31.772414
115
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/drn.py
""" DRN for ImageNet-1K, implemented in TensorFlow. Original paper: 'Dilated Residual Networks,' https://arxiv.org/abs/1705.09914. """ __all__ = ['DRN', 'drnc26', 'drnc42', 'drnc58', 'drnd22', 'drnd38', 'drnd54', 'drnd105'] import os import tensorflow as tf import tensorflow.keras.layers as nn from .common im...
21,693
30.44058
119
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/mixnet.py
""" MixNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'MixConv: Mixed Depthwise Convolutional Kernels,' https://arxiv.org/abs/1907.09595. """ __all__ = ['MixNet', 'mixnet_s', 'mixnet_m', 'mixnet_l'] import os import tensorflow as tf import tensorflow.keras.layers as nn from .common import rou...
23,110
34.886646
116
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/dabnet.py
""" DABNet for image segmentation, implemented in TensorFlow. Original paper: 'DABNet: Depth-wise Asymmetric Bottleneck for Real-time Semantic Segmentation,' https://arxiv.org/abs/1907.11357. """ __all__ = ['DABNet', 'dabnet_cityscapes'] import os import tensorflow as tf import tensorflow.keras.layers as ...
20,630
31.592417
120
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/cgnet.py
""" CGNet for image segmentation, implemented in TensorFlow. Original paper: 'CGNet: A Light-weight Context Guided Network for Semantic Segmentation,' https://arxiv.org/abs/1811.08201. """ __all__ = ['CGNet', 'cgnet_cityscapes'] import os import tensorflow as tf import tensorflow.keras.layers as nn from ....
16,751
31.528155
118
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/fbnet.py
""" FBNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search,' https://arxiv.org/abs/1812.03443. """ __all__ = ['FBNet', 'fbnet_cb'] import os import tensorflow as tf import tensorflow.keras.layers as nn...
11,383
32.581121
116
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/visemenet.py
""" VisemeNet for speech-driven facial animation, implemented in TensorFlow. Original paper: 'VisemeNet: Audio-Driven Animator-Centric Speech Animation,' https://arxiv.org/abs/1805.09488. """ __all__ = ['VisemeNet', 'visemenet20'] import os import tensorflow as tf import tensorflow.keras.layers as nn from .co...
10,166
33.11745
119
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/mobilenetv3.py
""" MobileNetV3 for ImageNet-1K, implemented in TensorFlow. Original paper: 'Searching for MobileNetV3,' https://arxiv.org/abs/1905.02244. """ __all__ = ['MobileNetV3', 'mobilenetv3_small_w7d20', 'mobilenetv3_small_wd2', 'mobilenetv3_small_w3d4', 'mobilenetv3_small_w1', 'mobilenetv3_small_w5d4', 'mo...
20,951
34.572156
118
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/lffd.py
""" LFFD for face detection, implemented in TensorFlow. Original paper: 'LFFD: A Light and Fast Face Detector for Edge Devices,' https://arxiv.org/abs/1904.10633. """ __all__ = ['LFFD', 'lffd20x5s320v2_widerface', 'lffd25x8s560v1_widerface'] import os import tensorflow as tf import tensorflow.keras.layers as ...
12,116
32.658333
115
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/sepreresnet.py
""" SE-PreResNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'Squeeze-and-Excitation Networks,' https://arxiv.org/abs/1709.01507. """ __all__ = ['SEPreResNet', 'sepreresnet10', 'sepreresnet12', 'sepreresnet14', 'sepreresnet16', 'sepreresnet18', 'sepreresnet26', 'sepreresnetbc26b', 's...
19,413
33.361062
119
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/resnext.py
""" ResNeXt for ImageNet-1K, implemented in TensorFlow. Original paper: 'Aggregated Residual Transformations for Deep Neural Networks,' http://arxiv.org/abs/1611.05431. """ __all__ = ['ResNeXt', 'resnext14_16x4d', 'resnext14_32x2d', 'resnext14_32x4d', 'resnext26_16x4d', 'resnext26_32x2d', 'resnext26...
16,041
32.560669
119
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/jasper.py
""" Jasper/DR for ASR, implemented in TensorFlow. Original paper: 'Jasper: An End-to-End Convolutional Neural Acoustic Model,' https://arxiv.org/abs/1904.03288. """ __all__ = ['Jasper', 'jasper5x3', 'jasper10x4', 'jasper10x5', 'get_jasper', 'MaskConv1d', 'NemoAudioReader', 'NemoMelSpecExtractor', 'C...
39,745
32.176962
119
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/resneta.py
""" ResNet(A) with average downsampling for ImageNet-1K, implemented in TensorFlow. Original paper: 'Deep Residual Learning for Image Recognition,' https://arxiv.org/abs/1512.03385. """ __all__ = ['ResNetA', 'resneta10', 'resnetabc14b', 'resneta18', 'resneta50b', 'resneta101b', 'resneta152b'] import os import...
15,634
33.667406
115
py