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README.md 47.20 KB
一键复制 编辑 原始数据 按行查看 历史
buchongyu 提交于 2022-07-14 10:12 . fix module/README.md error link address (#1915)

English | 简体中文

CONTENTS

Image (212) Text (130) Audio (15) Video (8) Industrial Application (1)
Image Classification (108) Text Generation (17) Voice Cloning (2) Video Classification (5) Meter Detection (1)
Image Generation (26) Word Embedding (62) Text to Speech (5) Video Editing (1) -
Keypoint Detection (5) Machine Translation (2) Automatic Speech Recognition (5) Multiple Object tracking (2) -
Semantic Segmentation (25) Language Model (30) Audio Classification (3) - -
Face Detection (7) Sentiment Analysis (7) - - -
Text Recognition (17) Syntactic Analysis (1) - - -
Image Editing (8) Simultaneous Translation (5) - - -
Instance Segmentation (1) Lexical Analysis (2) - - -
Object Detection (13) Punctuation Restoration (1) - - -
Depth Estimation (2) Text Review (3) - - -

Image

  • Image Classification

expand
module Network Dataset Introduction
DriverStatusRecognition MobileNetV3_small_ssld 分心司机检测数据集
mobilenet_v2_animals MobileNet_v2 百度自建动物数据集
repvgg_a1_imagenet RepVGG ImageNet-2012
repvgg_a0_imagenet RepVGG ImageNet-2012
resnext152_32x4d_imagenet ResNeXt ImageNet-2012
resnet_v2_152_imagenet ResNet V2 ImageNet-2012
resnet50_vd_animals ResNet50_vd 百度自建动物数据集
food_classification ResNet50_vd_ssld 美食数据集
mobilenet_v3_large_imagenet_ssld Mobilenet_v3_large ImageNet-2012
resnext152_vd_32x4d_imagenet
ghostnet_x1_3_imagenet_ssld GhostNet ImageNet-2012
rexnet_1_5_imagenet ReXNet ImageNet-2012
resnext50_64x4d_imagenet ResNeXt ImageNet-2012
resnext101_64x4d_imagenet ResNeXt ImageNet-2012
efficientnetb0_imagenet EfficientNet ImageNet-2012
efficientnetb1_imagenet EfficientNet ImageNet-2012
mobilenet_v2_imagenet_ssld Mobilenet_v2 ImageNet-2012
resnet50_vd_dishes ResNet50_vd 百度自建菜品数据集
pnasnet_imagenet PNASNet ImageNet-2012
rexnet_2_0_imagenet ReXNet ImageNet-2012
SnakeIdentification ResNet50_vd_ssld 蛇种数据集
hrnet40_imagenet HRNet ImageNet-2012
resnet_v2_34_imagenet ResNet V2 ImageNet-2012
mobilenet_v2_dishes MobileNet_v2 百度自建菜品数据集
resnext101_vd_32x4d_imagenet ResNeXt ImageNet-2012
repvgg_b2g4_imagenet RepVGG ImageNet-2012
fix_resnext101_32x48d_wsl_imagenet ResNeXt ImageNet-2012
vgg13_imagenet VGG ImageNet-2012
se_resnext101_32x4d_imagenet SE_ResNeXt ImageNet-2012
hrnet30_imagenet HRNet ImageNet-2012
ghostnet_x1_3_imagenet GhostNet ImageNet-2012
dpn107_imagenet DPN ImageNet-2012
densenet161_imagenet DenseNet ImageNet-2012
vgg19_imagenet vgg19_imagenet ImageNet-2012
mobilenet_v2_imagenet Mobilenet_v2 ImageNet-2012
resnet50_vd_10w ResNet_vd 百度自建数据集
resnet_v2_101_imagenet ResNet V2 101 ImageNet-2012
darknet53_imagenet DarkNet ImageNet-2012
se_resnext50_32x4d_imagenet SE_ResNeXt ImageNet-2012
se_hrnet64_imagenet_ssld HRNet ImageNet-2012
resnext101_32x16d_wsl ResNeXt_wsl ImageNet-2012
hrnet18_imagenet HRNet ImageNet-2012
spinalnet_res101_gemstone resnet101 gemstone
densenet264_imagenet DenseNet ImageNet-2012
resnext50_vd_32x4d_imagenet ResNeXt_vd ImageNet-2012
SpinalNet_Gemstones
spinalnet_vgg16_gemstone vgg16 gemstone
xception71_imagenet Xception ImageNet-2012
repvgg_b2_imagenet RepVGG ImageNet-2012
dpn68_imagenet DPN ImageNet-2012
alexnet_imagenet AlexNet ImageNet-2012
rexnet_1_3_imagenet ReXNet ImageNet-2012
hrnet64_imagenet HRNet ImageNet-2012
efficientnetb7_imagenet EfficientNet ImageNet-2012
efficientnetb0_small_imagenet EfficientNet ImageNet-2012
efficientnetb6_imagenet EfficientNet ImageNet-2012
hrnet48_imagenet HRNet ImageNet-2012
rexnet_3_0_imagenet ReXNet ImageNet-2012
shufflenet_v2_imagenet ShuffleNet V2 ImageNet-2012
ghostnet_x0_5_imagenet GhostNet ImageNet-2012
inception_v4_imagenet Inception_V4 ImageNet-2012
resnext101_vd_64x4d_imagenet ResNeXt_vd ImageNet-2012
densenet201_imagenet DenseNet ImageNet-2012
vgg16_imagenet VGG ImageNet-2012
mobilenet_v3_small_imagenet_ssld Mobilenet_v3_Small ImageNet-2012
hrnet18_imagenet_ssld HRNet ImageNet-2012
resnext152_64x4d_imagenet ResNeXt ImageNet-2012
efficientnetb3_imagenet EfficientNet ImageNet-2012
efficientnetb2_imagenet EfficientNet ImageNet-2012
repvgg_b1g4_imagenet RepVGG ImageNet-2012
resnext101_32x4d_imagenet ResNeXt ImageNet-2012
resnext50_32x4d_imagenet ResNeXt ImageNet-2012
repvgg_a2_imagenet RepVGG ImageNet-2012
resnext152_vd_64x4d_imagenet ResNeXt_vd ImageNet-2012
xception41_imagenet Xception ImageNet-2012
googlenet_imagenet GoogleNet ImageNet-2012
resnet50_vd_imagenet_ssld ResNet_vd ImageNet-2012
repvgg_b1_imagenet RepVGG ImageNet-2012
repvgg_b0_imagenet RepVGG ImageNet-2012
resnet_v2_50_imagenet ResNet V2 ImageNet-2012
rexnet_1_0_imagenet ReXNet ImageNet-2012
resnet_v2_18_imagenet ResNet V2 ImageNet-2012
resnext101_32x8d_wsl ResNeXt_wsl ImageNet-2012
efficientnetb4_imagenet EfficientNet ImageNet-2012
efficientnetb5_imagenet EfficientNet ImageNet-2012
repvgg_b1g2_imagenet RepVGG ImageNet-2012
resnext101_32x48d_wsl ResNeXt_wsl ImageNet-2012
resnet50_vd_wildanimals ResNet_vd IFAW 自建野生动物数据集
nasnet_imagenet NASNet ImageNet-2012
se_resnet18_vd_imagenet
spinalnet_res50_gemstone resnet50 gemstone
resnext50_vd_64x4d_imagenet ResNeXt_vd ImageNet-2012
resnext101_32x32d_wsl ResNeXt_wsl ImageNet-2012
dpn131_imagenet DPN ImageNet-2012
xception65_imagenet Xception ImageNet-2012
repvgg_b3g4_imagenet RepVGG ImageNet-2012
marine_biometrics ResNet50_vd_ssld Fish4Knowledge
res2net101_vd_26w_4s_imagenet Res2Net ImageNet-2012
dpn98_imagenet DPN ImageNet-2012
resnet18_vd_imagenet ResNet_vd ImageNet-2012
densenet121_imagenet DenseNet ImageNet-2012
vgg11_imagenet VGG ImageNet-2012
hrnet44_imagenet HRNet ImageNet-2012
densenet169_imagenet DenseNet ImageNet-2012
hrnet32_imagenet HRNet ImageNet-2012
dpn92_imagenet DPN ImageNet-2012
ghostnet_x1_0_imagenet GhostNet ImageNet-2012
hrnet48_imagenet_ssld HRNet ImageNet-2012

  • Image Generation

module Network Dataset Introduction Huggingface Spaces Demo
pixel2style2pixel Pixel2Style2Pixel - 人脸转正
stgan_bald STGAN CelebA 秃头生成器 Hugging Face Spaces
styleganv2_editing StyleGAN V2 - 人脸编辑
wav2lip wav2lip LRS2 唇形生成 Hugging Face Spaces
attgan_celeba AttGAN Celeba 人脸编辑
cyclegan_cityscapes CycleGAN Cityscapes 实景图和语义分割结果互相转换
stargan_celeba StarGAN Celeba 人脸编辑
stgan_celeba STGAN Celeba 人脸编辑
ID_Photo_GEN HRNet_W18 - 证件照生成
Photo2Cartoon U-GAT-IT cartoon_data 人脸卡通化 Hugging Face Spaces
U2Net_Portrait U^2Net - 人脸素描化
UGATIT_100w U-GAT-IT selfie2anime 人脸动漫化
UGATIT_83w U-GAT-IT selfie2anime 人脸动漫化
UGATIT_92w U-GAT-IT selfie2anime 人脸动漫化
animegan_v1_hayao_60 AnimeGAN The Wind Rises 图像风格迁移-宫崎骏 Hugging Face Spaces
animegan_v2_hayao_64 AnimeGAN The Wind Rises 图像风格迁移-宫崎骏 Hugging Face Spaces
animegan_v2_hayao_99 AnimeGAN The Wind Rises 图像风格迁移-宫崎骏 Hugging Face Spaces
animegan_v2_paprika_54 AnimeGAN Paprika 图像风格迁移-今敏 Hugging Face Spaces
animegan_v2_paprika_74 AnimeGAN Paprika 图像风格迁移-今敏 Hugging Face Spaces
animegan_v2_paprika_97 AnimeGAN Paprika 图像风格迁移-今敏 Hugging Face Spaces
animegan_v2_paprika_98 AnimeGAN Paprika 图像风格迁移-今敏 Hugging Face Spaces
animegan_v2_shinkai_33 AnimeGAN Your Name, Weathering with you 图像风格迁移-新海诚 Hugging Face Spaces
animegan_v2_shinkai_53 AnimeGAN Your Name, Weathering with you 图像风格迁移-新海诚 Hugging Face Spaces
msgnet msgnet COCO2014 Hugging Face Spaces
stylepro_artistic StyleProNet MS-COCO + WikiArt 艺术风格迁移 Hugging Face Spaces
stylegan_ffhq StyleGAN FFHQ 图像风格迁移

  • Keypoint Detection

module Network Dataset Introduction
face_landmark_localization Face_Landmark AFW/AFLW 人脸关键点检测
hand_pose_localization - MPII, NZSL 手部关键点检测
openpose_body_estimation two-branch multi-stage CNN MPII, COCO 2016 肢体关键点检测
human_pose_estimation_resnet50_mpii Pose_Resnet50 MPII 人体骨骼关键点检测
openpose_hands_estimation - MPII, NZSL 手部关键点检测

  • Semantic Segmentation

module Network Dataset Introduction
deeplabv3p_xception65_humanseg deeplabv3p 百度自建数据集 人像分割
humanseg_server deeplabv3p 百度自建数据集 人像分割
humanseg_mobile hrnet 百度自建数据集 人像分割-移动端前置摄像头
humanseg_lite shufflenet 百度自建数据集 轻量级人像分割-移动端实时
ExtremeC3_Portrait_Segmentation ExtremeC3 EG1800, Baidu fashion dataset 轻量化人像分割
SINet_Portrait_Segmentation SINet EG1800, Baidu fashion dataset 轻量化人像分割
FCN_HRNet_W18_Face_Seg FCN_HRNet_W18 - 人像分割
ace2p ACE2P LIP 人体解析
Pneumonia_CT_LKM_PP U-NET+ 连心医疗授权脱敏数据集 肺炎CT影像分析
Pneumonia_CT_LKM_PP_lung U-NET+ 连心医疗授权脱敏数据集 肺炎CT影像分析
ocrnet_hrnetw18_voc ocrnet, hrnet PascalVoc2012
U2Net U^2Net - 图像前景背景分割
U2Netp U^2Net - 图像前景背景分割
Extract_Line_Draft UNet Pixiv 线稿提取
unet_cityscapes UNet cityscapes
ocrnet_hrnetw18_cityscapes ocrnet_hrnetw18 cityscapes
hardnet_cityscapes hardnet cityscapes
fcn_hrnetw48_voc fcn_hrnetw48 PascalVoc2012
fcn_hrnetw48_cityscapes fcn_hrnetw48 cityscapes
fcn_hrnetw18_voc fcn_hrnetw18 PascalVoc2012
fcn_hrnetw18_cityscapes fcn_hrnetw18 cityscapes
fastscnn_cityscapes fastscnn cityscapes
deeplabv3p_resnet50_voc deeplabv3p, resnet50 PascalVoc2012
deeplabv3p_resnet50_cityscapes deeplabv3p, resnet50 cityscapes
bisenetv2_cityscapes bisenetv2 cityscapes

  • Face Detection

module Network Dataset Introduction
pyramidbox_lite_mobile PyramidBox WIDER FACE数据集 + 百度自采人脸数据集 轻量级人脸检测-移动端
pyramidbox_lite_mobile_mask PyramidBox WIDER FACE数据集 + 百度自采人脸数据集 轻量级人脸口罩检测-移动端
pyramidbox_lite_server_mask PyramidBox WIDER FACE数据集 + 百度自采人脸数据集 轻量级人脸口罩检测
ultra_light_fast_generic_face_detector_1mb_640 Ultra-Light-Fast-Generic-Face-Detector-1MB WIDER FACE数据集 轻量级通用人脸检测-低算力设备
ultra_light_fast_generic_face_detector_1mb_320 Ultra-Light-Fast-Generic-Face-Detector-1MB WIDER FACE数据集 轻量级通用人脸检测-低算力设备
pyramidbox_lite_server PyramidBox WIDER FACE数据集 + 百度自采人脸数据集 轻量级人脸检测
pyramidbox_face_detection PyramidBox WIDER FACE数据集 人脸检测

  • Text Recognition

module Network Dataset Introduction Huggingface Spaces Demo
chinese_ocr_db_crnn_mobile Differentiable Binarization+RCNN icdar2015数据集 中文文字识别 Hugging Face Spaces
chinese_text_detection_db_server Differentiable Binarization icdar2015数据集 中文文本检测
chinese_ocr_db_crnn_server Differentiable Binarization+RCNN icdar2015数据集 中文文字识别 Hugging Face Spaces
Vehicle_License_Plate_Recognition - CCPD 车牌识别
chinese_cht_ocr_db_crnn_mobile Differentiable Binarization+CRNN icdar2015数据集 繁体中文文字识别
japan_ocr_db_crnn_mobile Differentiable Binarization+CRNN icdar2015数据集 日文文字识别
korean_ocr_db_crnn_mobile Differentiable Binarization+CRNN icdar2015数据集 韩文文字识别
german_ocr_db_crnn_mobile Differentiable Binarization+CRNN icdar2015数据集 德文文字识别
french_ocr_db_crnn_mobile Differentiable Binarization+CRNN icdar2015数据集 法文文字识别
latin_ocr_db_crnn_mobile Differentiable Binarization+CRNN icdar2015数据集 拉丁文文字识别
cyrillic_ocr_db_crnn_mobile Differentiable Binarization+CRNN icdar2015数据集 斯拉夫文文字识别
multi_languages_ocr_db_crnn Differentiable Binarization+RCNN icdar2015数据集 多语言文字识别
kannada_ocr_db_crnn_mobile Differentiable Binarization+CRNN icdar2015数据集 卡纳达文文字识别
arabic_ocr_db_crnn_mobile Differentiable Binarization+CRNN icdar2015数据集 阿拉伯文文字识别
telugu_ocr_db_crnn_mobile Differentiable Binarization+CRNN icdar2015数据集 泰卢固文文字识别
devanagari_ocr_db_crnn_mobile Differentiable Binarization+CRNN icdar2015数据集 梵文文字识别
tamil_ocr_db_crnn_mobile Differentiable Binarization+CRNN icdar2015数据集 泰米尔文文字识别

  • Image Editing

module Network Dataset Introduction Huggingface Spaces Demo
realsr LP-KPN RealSR dataset 图像/视频超分-4倍
deoldify GAN ILSVRC 2012 黑白照片/视频着色 Hugging Face Spaces
photo_restoration 基于deoldify和realsr模型 - 老照片修复
user_guided_colorization siggraph ILSVRC 2012 图像着色
falsr_c falsr_c DIV2k 轻量化超分-2倍
dcscn dcscn DIV2k 轻量化超分-2倍
falsr_a falsr_a DIV2k 轻量化超分-2倍
falsr_b falsr_b DIV2k 轻量化超分-2倍

  • Instance Segmentation

module Network Dataset Introduction
solov2 - COCO2014 实例分割

  • Object Detection

module Network Dataset Introduction
faster_rcnn_resnet50_coco2017 faster_rcnn COCO2017
ssd_vgg16_512_coco2017 SSD COCO2017
faster_rcnn_resnet50_fpn_venus faster_rcnn 百度自建数据集 大规模通用目标检测
ssd_vgg16_300_coco2017
yolov3_resnet34_coco2017 YOLOv3 COCO2017
yolov3_darknet53_pedestrian YOLOv3 百度自建大规模行人数据集 行人检测
yolov3_mobilenet_v1_coco2017 YOLOv3 COCO2017
ssd_mobilenet_v1_pascal SSD PASCAL VOC
faster_rcnn_resnet50_fpn_coco2017 faster_rcnn COCO2017
yolov3_darknet53_coco2017 YOLOv3 COCO2017
yolov3_darknet53_vehicles YOLOv3 百度自建大规模车辆数据集 车辆检测
yolov3_darknet53_venus YOLOv3 百度自建数据集 大规模通用检测
yolov3_resnet50_vd_coco2017 YOLOv3 COCO2017

  • Depth Estimation

module Network Dataset Introduction Huggingface Spaces Demo
MiDaS_Large - 3D Movies, WSVD, ReDWeb, MegaDepth Hugging Face Spaces
MiDaS_Small - 3D Movies, WSVD, ReDWeb, MegaDepth, etc. Hugging Face Spaces

Text

  • Text Generation

module Network Dataset Introduction
ernie_gen ERNIE-GEN - 面向生成任务的预训练-微调框架
ernie_gen_poetry ERNIE-GEN 开源诗歌数据集 诗歌生成
ernie_gen_couplet ERNIE-GEN 开源对联数据集 对联生成
ernie_gen_lover_words ERNIE-GEN 网络情诗、情话数据 情话生成
ernie_tiny_couplet Eernie_tiny 开源对联数据集 对联生成
ernie_gen_acrostic_poetry ERNIE-GEN 开源诗歌数据集 藏头诗生成
Rumor_prediction - 新浪微博中文谣言数据 谣言预测
plato-mini Unified Transformer 十亿级别的中文对话数据 中文对话
plato2_en_large plato2 开放域多轮数据集 超大规模生成式对话
plato2_en_base plato2 开放域多轮数据集 超大规模生成式对话
CPM_LM GPT-2 自建数据集 中文文本生成
unified_transformer-12L-cn Unified Transformer 千万级别中文会话数据 人机多轮对话
unified_transformer-12L-cn-luge Unified Transformer 千言对话数据集 人机多轮对话
reading_pictures_writing_poems 多网络级联 - 看图写诗
GPT2_CPM_LM 问答类文本生成
GPT2_Base_CN 问答类文本生成

  • Word Embedding

expand
module Network Dataset Introduction
w2v_weibo_target_word-bigram_dim300 w2v weibo
w2v_baidu_encyclopedia_target_word-ngram_1-2_dim300 w2v baidu_encyclopedia
w2v_literature_target_word-word_dim300 w2v literature
word2vec_skipgram skip-gram 百度自建数据集
w2v_sogou_target_word-char_dim300 w2v sogou
w2v_weibo_target_bigram-char_dim300 w2v weibo
w2v_zhihu_target_word-bigram_dim300 w2v zhihu
w2v_financial_target_word-word_dim300 w2v financial
w2v_wiki_target_word-word_dim300 w2v wiki
w2v_baidu_encyclopedia_context_word-word_dim300 w2v baidu_encyclopedia
w2v_weibo_target_word-word_dim300 w2v weibo
w2v_zhihu_target_bigram-char_dim300 w2v zhihu
w2v_zhihu_target_word-word_dim300 w2v zhihu
w2v_people_daily_target_word-char_dim300 w2v people_daily
w2v_sikuquanshu_target_word-word_dim300 w2v sikuquanshu
glove_twitter_target_word-word_dim200_en fasttext twitter
fasttext_crawl_target_word-word_dim300_en fasttext crawl
w2v_wiki_target_word-bigram_dim300 w2v wiki
w2v_baidu_encyclopedia_context_word-character_char1-1_dim300 w2v baidu_encyclopedia
glove_wiki2014-gigaword_target_word-word_dim300_en glove wiki2014-gigaword
glove_wiki2014-gigaword_target_word-word_dim50_en glove wiki2014-gigaword
w2v_baidu_encyclopedia_context_word-ngram_2-2_dim300 w2v baidu_encyclopedia
w2v_wiki_target_bigram-char_dim300 w2v wiki
w2v_baidu_encyclopedia_target_word-character_char1-1_dim300 w2v baidu_encyclopedia
w2v_financial_target_bigram-char_dim300 w2v financial
glove_wiki2014-gigaword_target_word-word_dim200_en glove wiki2014-gigaword
w2v_financial_target_word-bigram_dim300 w2v financial
w2v_mixed-large_target_word-char_dim300 w2v mixed
w2v_baidu_encyclopedia_target_word-wordPosition_dim300 w2v baidu_encyclopedia
w2v_baidu_encyclopedia_context_word-ngram_1-3_dim300 w2v baidu_encyclopedia
w2v_baidu_encyclopedia_target_word-wordLR_dim300 w2v baidu_encyclopedia
w2v_sogou_target_bigram-char_dim300 w2v sogou
w2v_weibo_target_word-char_dim300 w2v weibo
w2v_people_daily_target_word-word_dim300 w2v people_daily
w2v_zhihu_target_word-char_dim300 w2v zhihu
w2v_wiki_target_word-char_dim300 w2v wiki
w2v_sogou_target_word-bigram_dim300 w2v sogou
w2v_financial_target_word-char_dim300 w2v financial
w2v_baidu_encyclopedia_target_word-ngram_1-3_dim300 w2v baidu_encyclopedia
glove_wiki2014-gigaword_target_word-word_dim100_en glove wiki2014-gigaword
w2v_baidu_encyclopedia_target_word-character_char1-4_dim300 w2v baidu_encyclopedia
w2v_sogou_target_word-word_dim300 w2v sogou
w2v_literature_target_word-char_dim300 w2v literature
w2v_baidu_encyclopedia_target_bigram-char_dim300 w2v baidu_encyclopedia
w2v_baidu_encyclopedia_target_word-word_dim300 w2v baidu_encyclopedia
glove_twitter_target_word-word_dim100_en glove crawl
w2v_baidu_encyclopedia_target_word-ngram_2-2_dim300 w2v baidu_encyclopedia
w2v_baidu_encyclopedia_context_word-character_char1-4_dim300 w2v baidu_encyclopedia
w2v_literature_target_bigram-char_dim300 w2v literature
fasttext_wiki-news_target_word-word_dim300_en fasttext wiki-news
w2v_people_daily_target_word-bigram_dim300 w2v people_daily
w2v_mixed-large_target_word-word_dim300 w2v mixed
w2v_people_daily_target_bigram-char_dim300 w2v people_daily
w2v_literature_target_word-bigram_dim300 w2v literature
glove_twitter_target_word-word_dim25_en glove twitter
w2v_baidu_encyclopedia_context_word-ngram_1-2_dim300 w2v baidu_encyclopedia
w2v_sikuquanshu_target_word-bigram_dim300 w2v sikuquanshu
w2v_baidu_encyclopedia_context_word-character_char1-2_dim300 w2v baidu_encyclopedia
glove_twitter_target_word-word_dim50_en glove twitter
w2v_baidu_encyclopedia_context_word-wordLR_dim300 w2v baidu_encyclopedia
w2v_baidu_encyclopedia_target_word-character_char1-2_dim300 w2v baidu_encyclopedia
w2v_baidu_encyclopedia_context_word-wordPosition_dim300 w2v baidu_encyclopedia

  • Machine Translation

module Network Dataset Introduction
transformer_zh-en Transformer CWMT2021 中文译英文
transformer_en-de Transformer WMT14 EN-DE 英文译德文

  • Language Model

expand
module Network Dataset Introduction
chinese_electra_small
chinese_electra_base
roberta-wwm-ext-large roberta-wwm-ext-large 百度自建数据集
chinese-bert-wwm-ext chinese-bert-wwm-ext 百度自建数据集
lda_webpage LDA 百度自建网页领域数据集
lda_novel
bert-base-multilingual-uncased
rbt3
ernie_v2_eng_base ernie_v2_eng_base 百度自建数据集
bert-base-multilingual-cased
rbtl3
chinese-bert-wwm chinese-bert-wwm 百度自建数据集
bert-large-uncased
slda_novel
slda_news
electra_small
slda_webpage
bert-base-cased
slda_weibo
roberta-wwm-ext roberta-wwm-ext 百度自建数据集
bert-base-uncased
electra_large
ernie ernie-1.0 百度自建数据集
simnet_bow BOW 百度自建数据集
ernie_tiny ernie_tiny 百度自建数据集
bert-base-chinese bert-base-chinese 百度自建数据集
lda_news LDA 百度自建新闻领域数据集
electra_base
ernie_v2_eng_large ernie_v2_eng_large 百度自建数据集
bert-large-cased

  • Sentiment Analysis

module Network Dataset Introduction Huggingface Spaces Demo
ernie_skep_sentiment_analysis SKEP 百度自建数据集 句子级情感分析
emotion_detection_textcnn TextCNN 百度自建数据集 对话情绪识别
senta_bilstm BiLSTM 百度自建数据集 中文情感倾向分析 Hugging Face Spaces
senta_bow BOW 百度自建数据集 中文情感倾向分析
senta_gru GRU 百度自建数据集 中文情感倾向分析
senta_lstm LSTM 百度自建数据集 中文情感倾向分析
senta_cnn CNN 百度自建数据集 中文情感倾向分析

  • Syntactic Analysis

module Network Dataset Introduction
DDParser Deep Biaffine Attention 搜索query、网页文本、语音输入等数据 句法分析

  • Simultaneous Translation

module Network Dataset Introduction
transformer_nist_wait_1 transformer NIST 2008-中英翻译数据集 中译英-wait-1策略
transformer_nist_wait_3 transformer NIST 2008-中英翻译数据集 中译英-wait-3策略
transformer_nist_wait_5 transformer NIST 2008-中英翻译数据集 中译英-wait-5策略
transformer_nist_wait_7 transformer NIST 2008-中英翻译数据集 中译英-wait-7策略
transformer_nist_wait_all transformer NIST 2008-中英翻译数据集 中译英-waitk=-1策略

  • Lexical Analysis

module Network Dataset Introduction Huggingface Spaces Demo
jieba_paddle BiGRU+CRF 百度自建数据集 jieba使用Paddle搭建的切词网络（双向GRU）。同时支持jieba的传统切词方法，如精确模式、全模式、搜索引擎模式等切词模式。
lac BiGRU+CRF 百度自建数据集 百度自研联合的词法分析模型，能整体性地完成中文分词、词性标注、专名识别任务。在百度自建数据集上评测，LAC效果：Precision=88.0%，Recall=88.7%，F1-Score=88.4%。 Hugging Face Spaces

  • Punctuation Restoration

module Network Dataset Introduction
auto_punc Ernie-1.0 WuDaoCorpora 2.0 自动添加7种标点符号

  • Text Review

module Network Dataset Introduction
porn_detection_cnn CNN 百度自建数据集 色情检测，自动判别文本是否涉黄并给出相应的置信度，对文本中的色情描述、低俗交友、污秽文案进行识别
porn_detection_gru GRU 百度自建数据集 色情检测，自动判别文本是否涉黄并给出相应的置信度，对文本中的色情描述、低俗交友、污秽文案进行识别
porn_detection_lstm LSTM 百度自建数据集 色情检测，自动判别文本是否涉黄并给出相应的置信度，对文本中的色情描述、低俗交友、污秽文案进行识别

Audio

  • Voice cloning

module Network Dataset Introduction
ge2e_fastspeech2_pwgan FastSpeech2 AISHELL-3 中文语音克隆
lstm_tacotron2 LSTM、Tacotron2、WaveFlow AISHELL-3 中文语音克隆

  • Text to Speech

module Network Dataset Introduction
transformer_tts_ljspeech Transformer LJSpeech-1.1 英文语音合成
fastspeech_ljspeech FastSpeech LJSpeech-1.1 英文语音合成
fastspeech2_baker FastSpeech2 Chinese Standard Mandarin Speech Copus 中文语音合成
fastspeech2_ljspeech FastSpeech2 LJSpeech-1.1 英文语音合成
deepvoice3_ljspeech DeepVoice3 LJSpeech-1.1 英文语音合成

  • Automatic Speech Recognition

module Network Dataset Introduction
deepspeech2_aishell DeepSpeech2 AISHELL-1 中文语音识别
deepspeech2_librispeech DeepSpeech2 LibriSpeech 英文语音识别
u2_conformer_aishell Conformer AISHELL-1 中文语音识别
u2_conformer_wenetspeech Conformer WenetSpeech 中文语音识别
u2_conformer_librispeech Conformer LibriSpeech 英文语音识别

  • Audio Classification

module Network Dataset Introduction
panns_cnn6 PANNs Google Audioset 主要包含4个卷积层和2个全连接层，模型参数为4.5M。经过预训练后，可以用于提取音频的embbedding，维度是512
panns_cnn14 PANNs Google Audioset 主要包含12个卷积层和2个全连接层，模型参数为79.6M。经过预训练后，可以用于提取音频的embbedding，维度是2048
panns_cnn10 PANNs Google Audioset 主要包含8个卷积层和2个全连接层，模型参数为4.9M。经过预训练后，可以用于提取音频的embbedding，维度是512

Video

  • Video Classification

module Network Dataset Introduction
videotag_tsn_lstm TSN + AttentionLSTM 百度自建数据集 大规模短视频分类打标签
tsn_kinetics400 TSN Kinetics-400 视频分类
tsm_kinetics400 TSM Kinetics-400 视频分类
stnet_kinetics400 StNet Kinetics-400 视频分类
nonlocal_kinetics400 Non-local Kinetics-400 视频分类

  • Video Editing

module Network Dataset Introduction
SkyAR UNet UNet 视频换天

  • Multiple Object tracking

module Network Dataset Introduction
fairmot_dla34 CenterNet Caltech Pedestrian+CityPersons+CUHK-SYSU+PRW+ETHZ+MOT17 实时多目标跟踪
jde_darknet53 YOLOv3 Caltech Pedestrian+CityPersons+CUHK-SYSU+PRW+ETHZ+MOT17 多目标跟踪-兼顾精度和速度

Industrial Application

  • Meter Detection

module Network Dataset Introduction
WatermeterSegmentation DeepLabV3 水表的数字表盘分割数据集 水表的数字表盘分割
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