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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/resnesta.py
""" ResNeSt(A) with average downsampling for ImageNet-1K, implemented in TensorFlow. Original paper: 'ResNeSt: Split-Attention Networks,' https://arxiv.org/abs/2004.08955. """ __all__ = ['ResNeStA', 'resnestabc14', 'resnesta18', 'resnestabc26', 'resnesta50', 'resnesta101', 'resnesta152', 'resnesta20...
19,800
32.561017
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py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/senet.py
""" SENet for ImageNet-1K, implemented in TensorFlow. Original paper: 'Squeeze-and-Excitation Networks,' https://arxiv.org/abs/1709.01507. """ __all__ = ['SENet', 'senet16', 'senet28', 'senet40', 'senet52', 'senet103', 'senet154', 'SEInitBlock'] import os import math import tensorflow as tf import tensorflow....
15,060
30.574423
115
py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/simplepose_coco.py
""" SimplePose for COCO Keypoint, implemented in TensorFlow. Original paper: 'Simple Baselines for Human Pose Estimation and Tracking,' https://arxiv.org/abs/1804.06208. """ __all__ = ['SimplePose', 'simplepose_resnet18_coco', 'simplepose_resnet50b_coco', 'simplepose_resnet101b_coco', 'simplepose_re...
15,180
40.252717
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/vovnet.py
""" VoVNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'An Energy and GPU-Computation Efficient Backbone Network for Real-Time Object Detection,' https://arxiv.org/abs/1904.09730. """ __all__ = ['VoVNet', 'vovnet27s', 'vovnet39', 'vovnet57'] import os import tensorflow as tf import tensorf...
11,511
31.519774
120
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/espnetv2.py
""" ESPNetv2 for ImageNet-1K, implemented in TensorFlow. Original paper: 'ESPNetv2: A Light-weight, Power Efficient, and General Purpose Convolutional Neural Network,' https://arxiv.org/abs/1811.11431. NB: not ready. """ __all__ = ['ESPNetv2', 'espnetv2_wd2', 'espnetv2_w1', 'espnetv2_w5d4', 'espnetv2_w...
20,454
32.260163
118
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/shufflenet.py
""" ShuffleNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices,' https://arxiv.org/abs/1707.01083. """ __all__ = ['ShuffleNet', 'shufflenet_g1_w1', 'shufflenet_g2_w1', 'shufflenet_g3_w1', 'shufflenet_g4_w1', ...
17,521
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/bamresnet.py
""" BAM-ResNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'BAM: Bottleneck Attention Module,' https://arxiv.org/abs/1807.06514. """ __all__ = ['BamResNet', 'bam_resnet18', 'bam_resnet34', 'bam_resnet50', 'bam_resnet101', 'bam_resnet152'] import os import tensorflow as tf import tensorflow.ker...
15,973
30.757455
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py
imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/centernet.py
""" CenterNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'Objects as Points,' https://arxiv.org/abs/1904.07850. """ __all__ = ['CenterNet', 'centernet_resnet18_voc', 'centernet_resnet18_coco', 'centernet_resnet50b_voc', 'centernet_resnet50b_coco', 'centernet_resnet101b_voc', 'center...
20,073
35.039497
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/proxylessnas_cub.py
""" ProxylessNAS for CUB-200-2011, implemented in TensorFlow. Original paper: 'ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware,' https://arxiv.org/abs/1812.00332. """ __all__ = ['proxylessnas_cpu_cub', 'proxylessnas_gpu_cub', 'proxylessnas_mobile_cub', 'proxylessnas_mobile14_cub...
4,145
34.741379
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/ibnresnet.py
""" IBN-ResNet 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__ = ['IBNResNet', 'ibn_resnet50', 'ibn_resnet101', 'ibn_resnet152'] import os import tensorflow as tf import t...
14,465
31.290179
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/common.py
""" Common routines for models in TensorFlow 2.0. """ __all__ = ['is_channels_first', 'get_channel_axis', 'round_channels', 'get_im_size', 'interpolate_im', 'BreakBlock', 'ReLU6', 'HSwish', 'PReLU2', 'get_activation_layer', 'flatten', 'MaxPool2d', 'AvgPool2d', 'GlobalAvgPool2d', 'BatchNorm', ...
116,234
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/lwopenpose_cmupan.py
""" Lightweight OpenPose 2D/3D for CMU Panoptic, implemented in TensorFlow. Original paper: 'Real-time 2D Multi-Person Pose Estimation on CPU: Lightweight OpenPose,' https://arxiv.org/abs/1811.12004. """ __all__ = ['LwOpenPose', 'lwopenpose2d_mobilenet_cmupan_coco', 'lwopenpose3d_mobilenet_cmupan_coco', ...
26,896
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/jasperdr.py
""" Jasper DR (Dense Residual) for ASR, implemented in TensorFlow. Original paper: 'Jasper: An End-to-End Convolutional Neural Acoustic Model,' https://arxiv.org/abs/1904.03288. """ __all__ = ['jasperdr10x5_en', 'jasperdr10x5_en_nr'] from .jasper import get_jasper from .common import is_channels_first def j...
3,268
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/deeplabv3.py
""" DeepLabv3 for image segmentation, implemented in TensorFlow. Original paper: 'Rethinking Atrous Convolution for Semantic Image Segmentation,' https://arxiv.org/abs/1706.05587. """ __all__ = ['DeepLabv3', 'deeplabv3_resnetd50b_voc', 'deeplabv3_resnetd101b_voc', 'deeplabv3_resnetd152b_voc', 'deepl...
26,559
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/fpenet.py
""" FPENet for image segmentation, implemented in TensorFlow. Original paper: 'Feature Pyramid Encoding Network for Real-time Semantic Segmentation,' https://arxiv.org/abs/1909.08599. """ __all__ = ['FPENet', 'fpenet_cityscapes'] import os import tensorflow as tf import tensorflow.keras.layers as nn from ...
15,897
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/fastseresnet.py
""" Fast-SE-ResNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'Squeeze-and-Excitation Networks,' https://arxiv.org/abs/1709.01507. """ __all__ = ['FastSEResNet', 'fastseresnet101b'] import os import tensorflow as tf import tensorflow.keras.layers as nn from .common import conv1x1_block, SEBlo...
10,194
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/ibnbresnet.py
""" IBN(b)-ResNet 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__ = ['IBNbResNet', 'ibnb_resnet50', 'ibnb_resnet101', 'ibnb_resnet152'] import os import tensorflow as tf i...
13,824
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/polynet.py
""" PolyNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'PolyNet: A Pursuit of Structural Diversity in Very Deep Networks,' https://arxiv.org/abs/1611.05725. """ __all__ = ['PolyNet', 'polynet'] import os import tensorflow as tf import tensorflow.keras.layers as nn from .common import MaxP...
37,828
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/resnet_cifar.py
""" ResNet for CIFAR/SVHN, implemented in TensorFlow. Original paper: 'Deep Residual Learning for Image Recognition,' https://arxiv.org/abs/1512.03385. """ __all__ = ['CIFARResNet', 'resnet20_cifar10', 'resnet20_cifar100', 'resnet20_svhn', 'resnet56_cifar10', 'resnet56_cifar100', 'resnet56_svhn', ...
23,420
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/nasnet.py
""" NASNet-A for ImageNet-1K, implemented in TensorFlow. Original paper: 'Learning Transferable Architectures for Scalable Image Recognition,' https://arxiv.org/abs/1707.07012. """ __all__ = ['NASNet', 'nasnet_4a1056', 'nasnet_6a4032', 'nasnet_dual_path_sequential'] import os import tensorflow as tf impor...
52,300
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/resnext_cifar.py
""" ResNeXt for CIFAR/SVHN, implemented in TensorFlow. Original paper: 'Aggregated Residual Transformations for Deep Neural Networks,' http://arxiv.org/abs/1611.05431. """ __all__ = ['CIFARResNeXt', 'resnext20_1x64d_cifar10', 'resnext20_1x64d_cifar100', 'resnext20_1x64d_svhn', 'resnext20_2x32d_cifar...
65,482
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/densenet_cifar.py
""" DenseNet for CIFAR/SVHN, implemented in TensorFlow. Original paper: 'Densely Connected Convolutional Networks,' https://arxiv.org/abs/1608.06993. """ __all__ = ['CIFARDenseNet', 'densenet40_k12_cifar10', 'densenet40_k12_cifar100', 'densenet40_k12_svhn', 'densenet40_k12_bc_cifar10', 'densenet40_k...
30,185
37.16182
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/bninception.py
""" BN-Inception for ImageNet-1K, implemented in TensorFlow. Original paper: 'Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift,' https://arxiv.org/abs/1502.03167. """ __all__ = ['BNInception', 'bninception'] import os import tensorflow as tf import tensorflow.ke...
19,733
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/zfnet.py
""" ZFNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'Visualizing and Understanding Convolutional Networks,' https://arxiv.org/abs/1311.2901. """ __all__ = ['zfnet', 'zfnetb'] import os import tensorflow as tf from .alexnet import AlexNet def get_zfnet(version="a", model_name=...
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/peleenet.py
""" PeleeNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'Pelee: A Real-Time Object Detection System on Mobile Devices,' https://arxiv.org/abs/1804.06882. """ __all__ = ['PeleeNet', 'peleenet'] import os import tensorflow as tf import tensorflow.keras.layers as nn from .common import conv1x1_b...
13,598
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/ibppose_coco.py
""" IBPPose for COCO Keypoint, implemented in TensorFlow. Original paper: 'Simple Pose: Rethinking and Improving a Bottom-up Approach for Multi-Person Pose Estimation,' https://arxiv.org/abs/1911.10529. """ __all__ = ['IbpPose', 'ibppose_coco'] import os import tensorflow as tf import tensorflow.keras.lay...
22,000
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/xception.py
""" Xception for ImageNet-1K, implemented in TensorFlow. Original paper: 'Xception: Deep Learning with Depthwise Separable Convolutions,' https://arxiv.org/abs/1610.02357. """ __all__ = ['Xception', 'xception'] import os import tensorflow as tf import tensorflow.keras.layers as nn from .common import Conv2d, ...
14,191
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/darknet53.py
""" DarkNet-53 for ImageNet-1K, implemented in TensorFlow. Original source: 'YOLOv3: An Incremental Improvement,' https://arxiv.org/abs/1804.02767. """ __all__ = ['DarkNet53', 'darknet53'] import os import tensorflow as tf import tensorflow.keras.layers as nn from .common import conv1x1_block, conv3x3_block, ...
7,225
31.54955
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/mobilenet.py
""" MobileNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications,' https://arxiv.org/abs/1704.04861. """ __all__ = ['MobileNet', 'mobilenet_w1', 'mobilenet_w3d4', 'mobilenet_wd2', 'mobilenet_wd4', 'get_mobilenet'] ...
8,450
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/dpn.py
""" DPN for ImageNet-1K, implemented in TensorFlow. Original paper: 'Dual Path Networks,' https://arxiv.org/abs/1707.01629. """ __all__ = ['DPN', 'dpn68', 'dpn68b', 'dpn98', 'dpn107', 'dpn131'] import os import tensorflow as tf import tensorflow.keras.layers as nn from .common import MaxPool2d, GlobalAvgPool2...
23,478
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/sknet.py
""" SKNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'Selective Kernel Networks,' https://arxiv.org/abs/1903.06586. """ __all__ = ['SKNet', 'sknet50', 'sknet101', 'sknet152'] import os import tensorflow as tf import tensorflow.keras.layers as nn from .common import conv1x1, conv1x1_block, con...
13,222
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/spnasnet.py
""" Single-Path NASNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'Single-Path NAS: Designing Hardware-Efficient ConvNets in less than 4 Hours,' https://arxiv.org/abs/1904.02877. """ __all__ = ['SPNASNet', 'spnasnet'] import os import tensorflow as tf import tensorflow.keras.layers as nn ...
12,190
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/fastscnn.py
""" Fast-SCNN for image segmentation, implemented in TensorFlow. Original paper: 'Fast-SCNN: Fast Semantic Segmentation Network,' https://arxiv.org/abs/1902.04502. """ __all__ = ['FastSCNN', 'fastscnn_cityscapes'] import os import tensorflow as tf import tensorflow.keras.layers as nn from .common import conv1...
19,829
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/darknet.py
""" DarkNet for ImageNet-1K, implemented in TensorFlow. Original source: 'Darknet: Open source neural networks in c,' https://github.com/pjreddie/darknet. """ __all__ = ['DarkNet', 'darknet_ref', 'darknet_tiny', 'darknet19'] import os import tensorflow as tf import tensorflow.keras.layers as nn from .common i...
8,916
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/dicenet.py
""" DiCENet for ImageNet-1K, implemented in TensorFlow. Original paper: 'DiCENet: Dimension-wise Convolutions for Efficient Networks,' https://arxiv.org/abs/1906.03516. """ __all__ = ['DiceNet', 'dicenet_wd5', 'dicenet_wd2', 'dicenet_w3d4', 'dicenet_w1', 'dicenet_w5d4', 'dicenet_w3d2', 'dicenet_w7d8...
29,544
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/nvpattexp.py
""" Neural Voice Puppetry Audio-to-Expression net for speech-driven facial animation, implemented in TensorFlow. Original paper: 'Neural Voice Puppetry: Audio-driven Facial Reenactment,' https://arxiv.org/abs/1912.05566. """ __all__ = ['NvpAttExp', 'nvpattexp116bazel76'] import os import tensorflow as tf impo...
10,488
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/alexnet.py
""" AlexNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'One weird trick for parallelizing convolutional neural networks,' https://arxiv.org/abs/1404.5997. """ __all__ = ['AlexNet', 'alexnet', 'alexnetb'] import os import tensorflow as tf import tensorflow.keras.layers as nn from .common i...
10,247
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/mobilenet_cub.py
""" MobileNet & FD-MobileNet for CUB-200-2011, implemented in TensorFlow. Original papers: - 'MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications,' https://arxiv.org/abs/1704.04861. - 'FD-MobileNet: Improved MobileNet with A Fast Downsampling Strategy,' https://arxi...
7,245
35.969388
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/wrn.py
""" WRN for ImageNet-1K, implemented in TensorFlow. Original paper: 'Wide Residual Networks,' https://arxiv.org/abs/1605.07146. """ __all__ = ['WRN', 'wrn50_2'] import os import tensorflow as tf import tensorflow.keras.layers as nn from .common import Conv2d, MaxPool2d, SimpleSequential, flatten, is_channels_...
13,742
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/inceptionv3.py
""" InceptionV3 for ImageNet-1K, implemented in TensorFlow. Original paper: 'Rethinking the Inception Architecture for Computer Vision,' https://arxiv.org/abs/1512.00567. """ __all__ = ['InceptionV3', 'inceptionv3', 'MaxPoolBranch', 'AvgPoolBranch', 'Conv1x1Branch', 'ConvSeqBranch'] import os import tenso...
26,989
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imgclsmob
imgclsmob-master/tensorflow2/tf2cv/models/fdmobilenet.py
""" FD-MobileNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'FD-MobileNet: Improved MobileNet with A Fast Downsampling Strategy,' https://arxiv.org/abs/1802.03750. """ __all__ = ['fdmobilenet_w1', 'fdmobilenet_w3d4', 'fdmobilenet_wd2', 'fdmobilenet_wd4', 'get_fdmobilenet'] import os impor...
4,966
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imgclsmob
imgclsmob-master/tensorflow2/metrics/cls_metrics.py
""" Evaluation Metrics for Image Classification. """ import tensorflow as tf from .metric import EvalMetric __all__ = ['Top1Error', 'TopKError'] class Accuracy(EvalMetric): """ Computes accuracy classification score. Parameters: ---------- axis : int, default 1 The axis that represents ...
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imgclsmob
imgclsmob-master/tensorflow2/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/tensorflow2/datasets/imagenet1k_cls_dataset.py
""" ImageNet-1K classification dataset. """ __all__ = ['ImageNet1KMetaInfo', 'load_image_imagenet1k_val'] import os import math import cv2 import numpy as np from PIL import Image from tensorflow.keras.preprocessing.image import ImageDataGenerator import keras_preprocessing as keras_prep from .dataset_metainfo im...
11,999
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imgclsmob
imgclsmob-master/tensorflow2/datasets/coco_hpe1_dataset.py
""" COCO keypoint detection (2D single human pose estimation) dataset. """ import os import threading import copy import cv2 import numpy as np from tensorflow.keras.preprocessing.image import ImageDataGenerator, DirectoryIterator from .dataset_metainfo import DatasetMetaInfo class CocoHpe1Dataset(object): "...
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imgclsmob
imgclsmob-master/tensorflow2/datasets/seg_dataset.py
import random import threading import numpy as np from PIL import Image, ImageOps, ImageFilter from tensorflow.keras.preprocessing.image import ImageDataGenerator, DirectoryIterator class SegDataset(object): """ Segmentation base dataset. Parameters: ---------- root : str Path to data fol...
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imgclsmob
imgclsmob-master/tensorflow2/datasets/coco_hpe2_dataset.py
""" COCO keypoint detection (2D multiple human pose estimation) dataset (for Lightweight OpenPose). """ import os import json import math import threading import cv2 from operator import itemgetter import numpy as np from tensorflow.keras.preprocessing.image import ImageDataGenerator, DirectoryIterator from .datas...
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imgclsmob
imgclsmob-master/tensorflow2/datasets/coco_hpe3_dataset.py
""" COCO keypoint detection (2D multiple human pose estimation) dataset (for IBPPose). """ import os import threading import math import cv2 import numpy as np from tensorflow.keras.preprocessing.image import ImageDataGenerator, DirectoryIterator from .dataset_metainfo import DatasetMetaInfo class CocoHpe3Datase...
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imgclsmob
imgclsmob-master/tensorflow2/datasets/cifar10_cls_dataset.py
""" CIFAR-10 classification dataset. """ from tensorflow.keras.datasets import cifar10 from tensorflow.keras.preprocessing.image import ImageDataGenerator from .dataset_metainfo import DatasetMetaInfo from .cls_dataset import img_normalization class CIFAR10MetaInfo(DatasetMetaInfo): def __init__(self): ...
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imgclsmob
imgclsmob-master/tensorflow2/datasets/cub200_2011_cls_dataset.py
""" CUB-200-2011 classification dataset. """ import os import numpy as np import pandas as pd import threading from tensorflow.keras.preprocessing.image import ImageDataGenerator, DirectoryIterator from .cls_dataset import img_normalization from .imagenet1k_cls_dataset import ImageNet1KMetaInfo class CUBDirector...
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imgclsmob
imgclsmob-master/tensorflow2/datasets/cifar100_cls_dataset.py
""" CIFAR-100 classification dataset. """ from tensorflow.keras.datasets import cifar100 from .cifar10_cls_dataset import CIFAR10MetaInfo class CIFAR100MetaInfo(CIFAR10MetaInfo): def __init__(self): super(CIFAR100MetaInfo, self).__init__() self.label = "CIFAR100" self.root_dir_name = ...
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imgclsmob
imgclsmob-master/examples/convert_tf2_to_tfl.py
""" Script for converting trained model from TensorFlow 2.0 to TensorFlow Lite. """ import argparse import numpy as np import tensorflow as tf from tf2cv.model_provider import get_model as tf2cv_get_model from tensorflow2.utils import prepare_model def parse_args(): """ Create python script parameters. ...
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imgclsmob
imgclsmob-master/examples/demo_pt.py
""" Script for evaluating trained model on PyTorch / ImageNet-1K (demo mode). """ import math import argparse import numpy as np import cv2 import torch from gluoncv.data import ImageNet1kAttr from pytorchcv.model_provider import get_model as ptcv_get_model def parse_args(): """ Create python script para...
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imgclsmob
imgclsmob-master/examples/demo_gl.py
""" Script for evaluating trained model on MXNet/Gluon / ImageNet-1K (demo mode). """ import math import argparse import numpy as np import cv2 import mxnet as mx from gluoncv.data import ImageNet1kAttr from gluoncv2.model_provider import get_model as glcv2_get_model def parse_args(): """ Create python s...
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imgclsmob
imgclsmob-master/other/train_pt_cifar-.py
import argparse import time import logging import os import warnings 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 TrainLogParamSaver from pytorch.cifar1 im...
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imgclsmob
imgclsmob-master/other/train_gl_seg.py
import os import shutil import argparse from tqdm import tqdm import mxnet as mx from mxnet import gluon, autograd from mxnet.gluon.data.vision import transforms import gluoncv from gluoncv.loss import MixSoftmaxCrossEntropyLoss from gluoncv.utils import LRScheduler from gluoncv.model_zoo.segbase import get_segmentat...
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imgclsmob
imgclsmob-master/other/train_gl_cifar-.py
import argparse import time import logging import os import numpy as np import random 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 TrainLogParamSaver from gluon.lr_scheduler import LRScheduler fr...
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imgclsmob
imgclsmob-master/other/eval_pt_seg-.py
import argparse import time import logging from common.logger_utils import initialize_logging from pytorch.model_stats import measure_model from pytorch.seg_utils import add_dataset_parser_arguments, get_test_data_loader, get_metainfo, validate1 from pytorch.utils import prepare_pt_context, prepare_model, calc_net_wei...
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imgclsmob
imgclsmob-master/other/eval_gl_mch.py
""" Script for evaluating trained image matching model on MXNet/Gluon (under development). """ import os import time import logging import argparse import numpy as np import mxnet as mx from mxnet.gluon.utils import split_and_load from common.logger_utils import initialize_logging from gluon.utils import prepare_m...
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imgclsmob
imgclsmob-master/other/eval_gl_seg-.py
import os import argparse import time import logging import mxnet as mx from common.logger_utils import initialize_logging from gluon.utils import prepare_mx_context, prepare_model, calc_net_weight_count from gluon.model_stats import measure_model from gluon.seg_utils1 import add_dataset_parser_arguments, get_metainfo ...
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imgclsmob
imgclsmob-master/other/eval_pt_cifar-.py
import argparse import time import logging from common.logger_utils import initialize_logging from pytorch.model_stats import measure_model from pytorch.cifar1 import add_dataset_parser_arguments, get_val_data_loader from pytorch.utils import prepare_pt_context, prepare_model, calc_net_weight_count, validate1, Average...
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imgclsmob
imgclsmob-master/other/eval_pt_mch.py
""" Script for evaluating trained image matching model on PyTorch (under development). """ import os import time import logging import argparse import numpy as np import torch from common.logger_utils import initialize_logging from pytorch.utils import prepare_pt_context, prepare_model from pytorch.dataset_utils i...
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imgclsmob
imgclsmob-master/other/eval_pt_cub-.py
import argparse import time import logging from common.logger_utils import initialize_logging from pytorch.model_stats import measure_model from pytorch.cub200_2011_utils1 import add_dataset_parser_arguments, get_val_data_loader from pytorch.utils import prepare_pt_context, prepare_model, calc_net_weight_count, Averag...
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imgclsmob
imgclsmob-master/other/chainer_/train_ch_in1k.py
import argparse import numpy as np import chainer from chainer import cuda from chainer import training from chainer.training import extensions from chainer.serializers import save_npz from common.logger_utils import initialize_logging from chainer_.utils import prepare_model from chainer_.imagenet1k1 import add_data...
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imgclsmob
imgclsmob-master/other/chainer_/train_ch_cifar.py
import argparse import numpy as np import chainer from chainer import cuda from chainer import training from chainer.training import extensions from chainer.serializers import save_npz from common.logger_utils import initialize_logging from chainer_.utils import prepare_model from chainer_.cifar1 import add_dataset_p...
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imgclsmob
imgclsmob-master/other/gluon/seg_utils1.py
""" Segmentation datasets (VOC2012/ADE20K/Cityscapes/COCO) routines. """ __all__ = ['add_dataset_parser_arguments', 'batch_fn', 'get_test_data_source', 'get_num_training_samples', 'validate1', 'get_metainfo'] from tqdm import tqdm from mxnet import gluon from mxnet.gluon.data.vision import transforms f...
5,809
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imgclsmob
imgclsmob-master/other/gluon/khpa/khpa_utils.py
""" KHPA dataset routines. """ __all__ = ['add_dataset_parser_arguments', 'get_batch_fn', 'get_train_data_source', 'get_val_data_source', 'validate'] import math from mxnet import gluon from gluon.weighted_random_sampler import WeightedRandomSampler from other.gluon.khpa.khpa_cls_dataset import KHPA def add_dat...
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imgclsmob
imgclsmob-master/other/gluon/khpa/khpa_cls_dataset.py
""" KHPA classification dataset. """ import os import json import logging import numpy as np import pandas as pd import mxnet as mx from mxnet.gluon.data import Dataset from imgaug import augmenters as iaa from imgaug import parameters as iap class KHPA(Dataset): """ Load the KHPA classification dataset....
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imgclsmob
imgclsmob-master/other/gluon/khpa/eval_gl_khpa.py
import argparse import time import logging import mxnet as mx from common.logger_utils import initialize_logging from gluon.utils import prepare_mx_context, prepare_model, calc_net_weight_count from other.gluon.khpa.khpa_utils import add_dataset_parser_arguments from other.gluon.khpa.khpa_utils import get_batch_fn fr...
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imgclsmob
imgclsmob-master/other/gluon/khpa/train_gl_khpa.py
import argparse import time import logging import os import numpy as np import random 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 TrainLogParamSaver from gluon.lr_scheduler import LRScheduler fr...
19,879
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imgclsmob
imgclsmob-master/other/pytorch/imagenet1k1.py
import math import os import cv2 import numpy as np from PIL import Image import torch.utils.data import torchvision.transforms as transforms import torchvision.datasets as datasets __all__ = ['add_dataset_parser_arguments', 'get_train_data_loader', 'get_val_data_loader'] def add_dataset_parser_arguments(parser): ...
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imgclsmob
imgclsmob-master/other/pytorch/cub200_2011_utils1.py
""" CUB-200-2011 fine-grained classification dataset routines. """ __all__ = ['add_dataset_parser_arguments', 'get_train_data_loader', 'get_val_data_loader'] import math import torch.utils.data import torchvision.transforms as transforms from pytorch.datasets.cub200_2011_cls_dataset import CUB200_2011 def add_d...
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imgclsmob
imgclsmob-master/other/pytorch/cifar1.py
""" CIFAR/SVHN dataset routines. """ import torch.utils.data import torchvision.transforms as transforms import torchvision.datasets as datasets __all__ = ['add_dataset_parser_arguments', 'get_train_data_loader', 'get_val_data_loader'] def add_dataset_parser_arguments(parser, da...
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imgclsmob
imgclsmob-master/other/pytorch/seg_utils.py
""" Segmentation datasets (VOC2012/ADE20K/Cityscapes/COCO) routines. """ __all__ = ['add_dataset_parser_arguments', 'get_test_data_loader', 'validate1', 'get_metainfo'] from tqdm import tqdm import torch.utils.data import torchvision.transforms as transforms from pytorch.datasets.voc_seg_dataset import VOCSegData...
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imgclsmob
imgclsmob-master/tensorflow_/utils_tp.py
import math import logging import os import multiprocessing import numpy as np import cv2 import tensorflow as tf from tensorpack.models import regularize_cost from tensorpack.tfutils.summary import add_moving_summary # from tensorpack.tfutils.summary import add_tensor_summary from tensorpack import ModelDesc, get_cur...
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imgclsmob
imgclsmob-master/tensorflow_/tensorflowcv/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 ...
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imgclsmob
imgclsmob-master/tensorflow_/tensorflowcv/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 from .c...
12,086
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imgclsmob
imgclsmob-master/tensorflow_/tensorflowcv/models/preresnet.py
""" PreResNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'Identity Mappings in Deep Residual Networks,' https://arxiv.org/abs/1603.05027. """ __all__ = ['PreResNet', 'preresnet10', 'preresnet12', 'preresnet14', 'preresnetbc14b', 'preresnet16', 'preresnet18_wd4', 'preresnet18_wd2', '...
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imgclsmob
imgclsmob-master/tensorflow_/tensorflowcv/models/shufflenetv2b.py
""" ShuffleNet V2 for ImageNet-1K, implemented in TensorFlow. The alternative variant. 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'...
15,582
29.980119
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imgclsmob
imgclsmob-master/tensorflow_/tensorflowcv/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...
19,323
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imgclsmob
imgclsmob-master/tensorflow_/tensorflowcv/models/channelnet.py
""" ChannelNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'ChannelNets: Compact and Efficient Convolutional Neural Networks via Channel-Wise Convolutions,' https://arxiv.org/abs/1809.01330. """ __all__ = ['ChannelNet', 'channelnet'] import os import tensorflow as tf from .common import co...
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imgclsmob
imgclsmob-master/tensorflow_/tensorflowcv/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...
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imgclsmob
imgclsmob-master/tensorflow_/tensorflowcv/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'...
29,772
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imgclsmob
imgclsmob-master/tensorflow_/tensorflowcv/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'] import os import tensorflow as tf fr...
12,232
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imgclsmob
imgclsmob-master/tensorflow_/tensorflowcv/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'] ...
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imgclsmob
imgclsmob-master/tensorflow_/tensorflowcv/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...
15,566
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imgclsmob
imgclsmob-master/tensorflow_/tensorflowcv/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 from .common import is_channels_fi...
17,642
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imgclsmob
imgclsmob-master/tensorflow_/tensorflowcv/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'...
21,991
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imgclsmob
imgclsmob-master/tensorflow_/tensorflowcv/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'] import os import tensorflow as tf from .common import pre_conv1x1_block,...
13,065
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imgclsmob
imgclsmob-master/tensorflow_/tensorflowcv/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 from .common import conv1x1_block, se_b...
10,990
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imgclsmob
imgclsmob-master/tensorflow_/tensorflowcv/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...
22,437
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imgclsmob
imgclsmob-master/tensorflow_/tensorflowcv/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...
22,299
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imgclsmob
imgclsmob-master/tensorflow_/tensorflowcv/models/resnext.py
""" ResNeXt for ImageNet-1K, implemented in TensorFlow. Original papers: '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', 'resnext2...
18,384
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imgclsmob
imgclsmob-master/tensorflow_/tensorflowcv/models/senet.py
""" SENet for ImageNet-1K, implemented in TensorFlow. Original paper: 'Squeeze-and-Excitation Networks,' https://arxiv.org/abs/1709.01507. """ __all__ = ['SENet', 'senet16', 'senet28', 'senet40', 'senet52', 'senet103', 'senet154'] import os import math import tensorflow as tf from .common import conv1x1_block...
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imgclsmob
imgclsmob-master/tensorflow_/tensorflowcv/models/shufflenet.py
""" ShuffleNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices,' https://arxiv.org/abs/1707.01083. """ __all__ = ['ShuffleNet', 'shufflenet_g1_w1', 'shufflenet_g2_w1', 'shufflenet_g3_w1', 'shufflenet_g4_w1', ...
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imgclsmob
imgclsmob-master/tensorflow_/tensorflowcv/models/common.py
""" Common routines for models in TensorFlow. """ __all__ = ['round_channels', 'hswish', 'is_channels_first', 'get_channel_axis', 'flatten', 'batchnorm', 'maxpool2d', 'avgpool2d', 'conv2d', 'conv1x1', 'conv3x3', 'depthwise_conv3x3', 'conv_block', 'conv1x1_block', 'conv3x3_block', 'conv7x7_blo...
39,625
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imgclsmob
imgclsmob-master/tensorflow_/tensorflowcv/models/darknet53.py
""" DarkNet-53 for ImageNet-1K, implemented in TensorFlow. Original source: 'YOLOv3: An Incremental Improvement,' https://arxiv.org/abs/1804.02767. """ __all__ = ['DarkNet53', 'darknet53'] import os import tensorflow as tf from .common import conv1x1_block, conv3x3_block, is_channels_first, flatten def dark...
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imgclsmob
imgclsmob-master/tensorflow_/tensorflowcv/models/mobilenet.py
""" MobileNet & FD-MobileNet for ImageNet-1K, implemented in TensorFlow. Original papers: - 'MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications,' https://arxiv.org/abs/1704.04861. - 'FD-MobileNet: Improved MobileNet with A Fast Downsampling Strategy,' https://arxiv...
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imgclsmob
imgclsmob-master/tensorflow_/tensorflowcv/models/darknet.py
""" DarkNet for ImageNet-1K, implemented in TensorFlow. Original source: 'Darknet: Open source neural networks in c,' https://github.com/pjreddie/darknet. """ __all__ = ['DarkNet', 'darknet_ref', 'darknet_tiny', 'darknet19'] import os import tensorflow as tf from .common import conv2d, maxpool2d, conv1x1_bloc...
10,892
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imgclsmob
imgclsmob-master/tensorflow_/tensorflowcv/models/alexnet.py
""" AlexNet for ImageNet-1K, implemented in TensorFlow. Original paper: 'One weird trick for parallelizing convolutional neural networks,' https://arxiv.org/abs/1404.5997. """ __all__ = ['AlexNet', 'alexnet', 'alexnetb'] import os import tensorflow as tf from .common import maxpool2d, conv_block, is_chann...
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