README.md

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
styleganv2_editing	StyleGAN V2	-	人脸编辑
wav2lip	wav2lip	LRS2	唇形生成
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
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
animegan_v2_hayao_64	AnimeGAN	The Wind Rises	图像风格迁移-宫崎骏
animegan_v2_hayao_99	AnimeGAN	The Wind Rises	图像风格迁移-宫崎骏
animegan_v2_paprika_54	AnimeGAN	Paprika	图像风格迁移-今敏
animegan_v2_paprika_74	AnimeGAN	Paprika	图像风格迁移-今敏
animegan_v2_paprika_97	AnimeGAN	Paprika	图像风格迁移-今敏
animegan_v2_paprika_98	AnimeGAN	Paprika	图像风格迁移-今敏
animegan_v2_shinkai_33	AnimeGAN	Your Name, Weathering with you	图像风格迁移-新海诚
animegan_v2_shinkai_53	AnimeGAN	Your Name, Weathering with you	图像风格迁移-新海诚
msgnet	msgnet	COCO2014
stylepro_artistic	StyleProNet	MS-COCO + WikiArt	艺术风格迁移
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
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
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
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
MiDaS_Small	-	3D Movies, WSVD, ReDWeb, MegaDepth, etc.

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
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%。

• 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