122个经典SOTA模型、223个算法实现资源，我们帮你一文汇总了

2022 年 4 月 29 日 机器之心

春节假期机器之心「 SOTA！模型」推出「虎卷er行动」，在假期期间帮助老伙计们重温了 2021 年度的重要AI技术工作。

五一假期即将到来，我们叒为老伙计们汇总了不同领域中热门任务下的 SOTA 模型及算法实现资源，帮助老伙计们更方便地将这些常用、经典模型及算法应用到自己的工程项目中。

下表汇总的122个经典模型的223 个实现资源覆盖了自然语言处理、计算机视觉等热门研究领域的主流算法和常见任务，比如发布之初就在 13 项 NLP 任务上取得新 SOTA 效果的预训练小模型 ALBERT 等。

122个经典模型的223个算法实现资源汇总如下 （收藏吧！不客气！）

模型名称	适用任务	获取实现
ALBERT	常识推理,自然语言推理,自监督学习,问答,语义文本相似度	https://sota.jiqizhixin.com/implements/google-research-albert
albert	常识推理,自然语言推理,自监督学习,问答,语义文本相似度	https://sota.jiqizhixin.com/implements/tensorflow-albert
ALBERT_PaddlePaddle	常识推理,自然语言推理,自监督学习,问答,语义文本相似度	https://sota.jiqizhixin.com/implements/paddlepaddle-albert_paddlepaddle
ALBERT_transformers	常识推理,自然语言推理,自监督学习,问答,语义文本相似度	https://sota.jiqizhixin.com/implements/huggingface-albert_transformers
albert_zh	常识推理,自然语言推理,自监督学习,问答,语义文本相似度	https://sota.jiqizhixin.com/implements/brightmart-albert_zh
BART_transformers	自然语言推理,自动摘要,问答,文本生成,机器翻译,翻译,去噪,摘要文本摘要	https://sota.jiqizhixin.com/implements/huggingface-bart_transformers
BARThez	自监督学习,自动摘要,迁移学习,自然语言理解	https://sota.jiqizhixin.com/implements/moussakam-barthez
BARThez_transformers	自监督学习,自动摘要,迁移学习,自然语言理解	https://sota.jiqizhixin.com/implements/huggingface-barthez_transformers
bartpho	去噪,自动摘要	https://sota.jiqizhixin.com/implements/vinairesearch-bartpho
beit	图像分类,语义分割,文档布局分析,文档图像分类,自监督图像分类	https://sota.jiqizhixin.com/implements/microsoft-beit
beit_pytorch	图像分类,语义分割,文档布局分析,文档图像分类,自监督图像分类	https://sota.jiqizhixin.com/implements/rwightman-beit_pytorch
beit_transformers	图像分类,语义分割,文档布局分析,文档图像分类,自监督图像分类	https://sota.jiqizhixin.com/implements/huggingface-beit_transformers
bert	文本分类,自然语言推理,情感分析,命名实体识别,问答,常识推理,类型预测,句子分类,跨语言自然语言推理,会话反应选择,自然语言理解	https://sota.jiqizhixin.com/implements/google-research-bert
BERT-pytorch	文本分类,自然语言推理,情感分析,命名实体识别,问答,常识推理,类型预测,句子分类,跨语言自然语言推理,会话反应选择,自然语言理解	https://sota.jiqizhixin.com/implements/codertimo-bert-pytorch
BERTweet	词性标注,文本分类,语言建模,情感分析,命名实体识别	https://sota.jiqizhixin.com/implements/vinairesearch-bertweet
BigBird-Pegasus_bigbird	语义文本相似度,文本分类,自然语言推理,自动摘要,问答	https://sota.jiqizhixin.com/implements/tensorflow-bigbird-pegasus_bigbird
BigBird-Pegasus_bigbird	文本分类,自然语言推理,自动摘要,问答,语义文本相似度	https://sota.jiqizhixin.com/implements/google-research-bigbird-pegasus_bigbird
BigBird-Pegasus_bigbird_PaddlePaddle	文本分类,自然语言推理,自动摘要,问答,语义文本相似度	https://sota.jiqizhixin.com/implements/paddlepaddle-bigbird-pegasus_bigbird_paddlepaddle
BigBird-Pegasus_bigbird_transformers	文本分类,自然语言推理,自动摘要,问答,语义文本相似度	https://sota.jiqizhixin.com/implements/huggingface-bigbird-pegasus_bigbird_transformers
BigBird-RoBERTa_bigbird	文本分类,自然语言推理,自动摘要,问答,语义文本相似度	https://sota.jiqizhixin.com/implements/tensorflow-bigbird-roberta_bigbird
BigBird-RoBERTa_bigbird	自动摘要,文本分类,自然语言推理,问答,语义文本相似度	https://sota.jiqizhixin.com/implements/google-research-bigbird-roberta_bigbird
BigBird-RoBERTa_bigbird_PaddlePaddle	文本分类,自然语言推理,自动摘要,问答,语义文本相似度	https://sota.jiqizhixin.com/implements/paddlepaddle-bigbird-roberta_bigbird_paddlepaddle
BigBird-RoBERTa_bigbird_transformers	文本分类,自然语言推理,自动摘要,问答,语义文本相似度	https://sota.jiqizhixin.com/implements/huggingface-bigbird-roberta_bigbird_transformers
blenderbot_PaddlePaddle	聊天机器人	https://sota.jiqizhixin.com/implements/paddlepaddle-blenderbot_paddlepaddle
Blenderbot_ParlAI	聊天机器人	https://sota.jiqizhixin.com/implements/facebookresearch-blenderbot_parlai
blenderbot_transformers	聊天机器人	https://sota.jiqizhixin.com/implements/huggingface-blenderbot_transformers
blenderbotSmall_PaddlePaddle	聊天机器人	https://sota.jiqizhixin.com/implements/paddlepaddle-blenderbotsmall_paddlepaddle
BlenderbotSmall_ParlAI	聊天机器人	https://sota.jiqizhixin.com/implements/facebookresearch-blenderbotsmall_parlai
blenderbotSmall_transformers	聊天机器人	https://sota.jiqizhixin.com/implements/huggingface-blenderbotsmall_transformers
bort	自然语言理解,神经结构搜索	https://sota.jiqizhixin.com/implements/alexa-bort
bort_transformers	自然语言理解,神经结构搜索	https://sota.jiqizhixin.com/implements/huggingface-bort_transformers
byt5	跨语言自然语言推理,极端概括,问答,跨语言交际,跨语言问答	https://sota.jiqizhixin.com/implements/google-research-byt5
byt5_transformers	跨语言自然语言推理,极端概括,问答,跨语言交际,跨语言问答	https://sota.jiqizhixin.com/implements/huggingface-byt5_transformers
CAFFE_SSD	目标检测	https://sota.jiqizhixin.com/implements/lzx1413-caffe_ssd
CamemBERT_transformers	自然语言推理,语言建模,命名实体识别,依赖解析,词性标注	https://sota.jiqizhixin.com/implements/huggingface-camembert_transformers
canine	自然语言理解,语言建模	https://sota.jiqizhixin.com/implements/google-research-canine
canine_transformers	语言建模	https://sota.jiqizhixin.com/implements/huggingface-canine_transformers
CLIP	少试图像分类,文本生成,自然语言理解	https://sota.jiqizhixin.com/implements/openai-clip
ConvBert	自然语言理解	https://sota.jiqizhixin.com/implements/yitu-opensource-convbert
ConvBert_PaddlePaddle	自然语言理解	https://sota.jiqizhixin.com/implements/paddlepaddle-convbert_paddlepaddle
ConvBert_transformers	自然语言理解	https://sota.jiqizhixin.com/implements/huggingface-convbert_transformers
ConvNeXt	语义分割,图像分类,目标检测,领域泛化	https://sota.jiqizhixin.com/implements/facebookresearch-convnext
ConvNeXt_pytorch	语义分割,图像分类,目标检测,领域泛化	https://sota.jiqizhixin.com/implements/rwightman-convnext_pytorch
ConvNeXt_vision	语义分割,图像分类,目标检测,领域泛化	https://sota.jiqizhixin.com/implements/pytorch-convnext_vision
CPM-Generate	零试学习,语言建模	https://sota.jiqizhixin.com/implements/tsinghuaai-cpm-generate
ctrl_PaddlePaddle	文本生成,语言建模	https://sota.jiqizhixin.com/implements/paddlepaddle-ctrl_paddlepaddle
darkflow	物体计数,目标检测,实时目标检测	https://sota.jiqizhixin.com/implements/thtrieu-darkflow
DarknetYolo2_PaddleDetection	目标检测,实时目标检测	https://sota.jiqizhixin.com/implements/paddlepaddle-darknetyolo2_paddledetection
data2vec	图像分类,自然语言理解,语音识别,自监督学习	https://sota.jiqizhixin.com/implements/pytorch-data2vec
DeBERTa	自然语言推理,情感分析,命名实体识别,问答,阅读理解,常识推理,共指消解,语义文本相似度,自然语言理解,词义消歧	https://sota.jiqizhixin.com/implements/microsoft-deberta
DeBERTa_transformers	词义消歧,自然语言推理,情感分析,命名实体识别,问答,阅读理解,常识推理,共指消解,语义文本相似度,自然语言理解	https://sota.jiqizhixin.com/implements/huggingface-deberta_transformers
DeBERTa-v2	自然语言推理,情感分析,命名实体识别,问答,阅读理解,常识推理,共指消解,语义文本相似度,自然语言理解,词义消歧	https://sota.jiqizhixin.com/implements/microsoft-deberta-v2
DeBERTa-v2_transformers	自然语言推理,情感分析,命名实体识别,问答,阅读理解,常识推理,共指消解,语义文本相似度,自然语言理解,词义消歧	https://sota.jiqizhixin.com/implements/huggingface-deberta-v2_transformers
Deformable-ConvNets	实时目标检测,目标检测,翻译	https://sota.jiqizhixin.com/implements/msracver-deformable-convnets
deit	细粒度图像分类,图像分类,文档布局分析,文档图像分类	https://sota.jiqizhixin.com/implements/facebookresearch-deit
deit_PaddleClas	图像分类,文档布局分析,文档图像分类,细粒度图像分类	https://sota.jiqizhixin.com/implements/paddlepaddle-deit_paddleclas
deit_transformers	图像分类,文档布局分析,文档图像分类,细粒度图像分类	https://sota.jiqizhixin.com/implements/huggingface-deit_transformers
DenseNet	图像分类,目标检测	https://sota.jiqizhixin.com/implements/liuzhuang13-densenet
DETR_detr	全景分割,目标检测	https://sota.jiqizhixin.com/implements/facebookresearch-detr_detr
DETR_detr	全景分割,目标检测	https://sota.jiqizhixin.com/implements/tensorflow-detr_detr
detr_mmdetection	全景分割,目标检测	https://sota.jiqizhixin.com/implements/open-mmlab-detr_mmdetection
detr_PaddleDetection	全景分割,目标检测	https://sota.jiqizhixin.com/implements/paddlepaddle-detr_paddledetection
detr_transformers	全景分割,目标检测	https://sota.jiqizhixin.com/implements/huggingface-detr_transformers
DialoGPT	会话反应生成	https://sota.jiqizhixin.com/implements/microsoft-dialogpt
DistilBERT_PaddlePaddle	问答,迁移学习,知识提炼,语言建模,语义文本相似度,仇恨语音检测,自然语言推理,情感分析	https://sota.jiqizhixin.com/implements/paddlepaddle-distilbert_paddlepaddle
DistilBERT_transformers	问答,迁移学习,知识提炼,语言建模,语义文本相似度,仇恨语音检测,自然语言推理,情感分析	https://sota.jiqizhixin.com/implements/huggingface-distilbert_transformers
DPR	开放域问答	https://sota.jiqizhixin.com/implements/facebookresearch-dpr
DPR_haystack	开放域问答	https://sota.jiqizhixin.com/implements/deepset-ai-dpr_haystack
DPR_transformers	开放域问答	https://sota.jiqizhixin.com/implements/huggingface-dpr_transformers
electra	问答,自然语言理解,语言建模,情感分析	https://sota.jiqizhixin.com/implements/google-research-electra
Faser R-CNN_detectron	目标检测,实时目标检测	https://sota.jiqizhixin.com/implements/facebookresearch-faser-r-cnn_detectron
Faser R-CNN_PaddleDetection	目标检测,实时目标检测	https://sota.jiqizhixin.com/implements/paddlepaddle-faser-r-cnn_paddledetection
Faser R-CNN_vision	目标检测,实时目标检测	https://sota.jiqizhixin.com/implements/pytorch-faser-r-cnn_vision
fast-bert	文本分类,自然语言推理,情感分析,命名实体识别,问答,常识推理,类型预测,句子分类,跨语言自然语言推理,会话反应选择,自然语言理解	https://sota.jiqizhixin.com/implements/utterworks-fast-bert
fast-rcnn	目标检测	https://sota.jiqizhixin.com/implements/rbgirshick-fast-rcnn
fcn	语义分割	https://sota.jiqizhixin.com/implements/shelhamer-fcn
Flaubert	语言建模,自然语言推理,文本分类,词义消歧	https://sota.jiqizhixin.com/implements/getalp-flaubert
Flaubert_transformers	语言建模,自然语言推理,文本分类,词义消歧	https://sota.jiqizhixin.com/implements/huggingface-flaubert_transformers
Funnel-Transformer	文本分类,阅读理解	https://sota.jiqizhixin.com/implements/laiguokun-funnel-transformer
Funnel-Transformer_transformers	文本分类,阅读理解	https://sota.jiqizhixin.com/implements/huggingface-funnel-transformer_transformers
GoogleNet	图像分类,目标识别,目标检测	https://sota.jiqizhixin.com/implements/tonyyang-googlenet
GoogleNet_PaddleClas	图像分类,目标识别,目标检测	https://sota.jiqizhixin.com/implements/paddlepaddle-googlenet_paddleclas
GoogleNet_slim	图像分类,目标识别,目标检测	https://sota.jiqizhixin.com/implements/tensorflow-googlenet_slim
GoogleNet_vision	目标检测,图像分类,目标识别	https://sota.jiqizhixin.com/implements/pytorch-googlenet_vision
gpt_PaddlePaddle	问答,多任务学习,文本生成,阅读理解,常识推理,机器翻译,语言建模,文件摘要,数据到文本生成,翻译	https://sota.jiqizhixin.com/implements/paddlepaddle-gpt_paddlepaddle
gpt-2	问答,文件摘要,数据到文本生成,翻译,多任务学习,文本生成,阅读理解,常识推理,机器翻译,语言建模	https://sota.jiqizhixin.com/implements/openai-gpt-2
gpt-2_transformers	问答,多任务学习,文本生成,阅读理解,常识推理,机器翻译,语言建模,文件摘要,数据到文本生成,翻译	https://sota.jiqizhixin.com/implements/huggingface-gpt-2_transformers
gpt-2-simple	问答,多任务学习,文本生成,阅读理解,常识推理,机器翻译,语言建模,文件摘要,数据到文本生成,翻译	https://sota.jiqizhixin.com/implements/minimaxir-gpt-2-simple
HuBERT	语言建模,表征学习,语音识别	https://sota.jiqizhixin.com/implements/pytorch-hubert
ibert	量化,自然语言推理,自然语言理解	https://sota.jiqizhixin.com/implements/huggingface-ibert
I-BERT	量化,自然语言推理,自然语言理解	https://sota.jiqizhixin.com/implements/kssteven418-i-bert
image-gpt	自监督图像分类,表征学习,图像分类	https://sota.jiqizhixin.com/implements/openai-image-gpt
keras-bert	文本分类,自然语言推理,情感分析,命名实体识别,问答,常识推理,类型预测,句子分类,跨语言自然语言推理,会话反应选择,自然语言理解	https://sota.jiqizhixin.com/implements/cyberzhg-keras-bert
keras-retinanet	目标检测,长尾学习,密集目标检测,实时目标检测,行人检测	https://sota.jiqizhixin.com/implements/fizyr-keras-retinanet
layoutlm	图像分类,文档布局分析,文档图像分类	https://sota.jiqizhixin.com/implements/microsoft-layoutlm
LayoutLM_PaddleOCR	图像分类,文档布局分析,文档图像分类	https://sota.jiqizhixin.com/implements/paddlepaddle-layoutlm_paddleocr
LayoutLM_PaddlePaddle	图像分类,文档布局分析,文档图像分类	https://sota.jiqizhixin.com/implements/paddlepaddle-layoutlm_paddlepaddle
LayoutLM_transformers	图像分类,文档布局分析,文档图像分类	https://sota.jiqizhixin.com/implements/huggingface-layoutlm_transformers
LayoutLMv2	文档布局分析,文档图像分类,语言建模,视觉问答	https://sota.jiqizhixin.com/implements/microsoft-layoutlmv2
LayoutLMv2_PaddleOCR	文档布局分析,文档图像分类,语言建模,视觉问答	https://sota.jiqizhixin.com/implements/paddlepaddle-layoutlmv2_paddleocr
LayoutLMv2_transformers	文档布局分析,文档图像分类,语言建模,视觉问答	https://sota.jiqizhixin.com/implements/huggingface-layoutlmv2_transformers
layoutxlm	文档理解	https://sota.jiqizhixin.com/implements/microsoft-layoutxlm
layoutxlm_PaddlePaddle	文档理解	https://sota.jiqizhixin.com/implements/paddlepaddle-layoutxlm_paddlepaddle
layoutxlm_transformers	文档理解	https://sota.jiqizhixin.com/implements/huggingface-layoutxlm_transformers
LED_longformer	问答,语言建模	https://sota.jiqizhixin.com/implements/allenai-led_longformer
LED_longformer_transformers	问答,语言建模	https://sota.jiqizhixin.com/implements/huggingface-led_longformer_transformers
Longformer_longformer	问答,语言建模	https://sota.jiqizhixin.com/implements/allenai-longformer_longformer
Longformer_longformer_transformers	问答,语言建模	https://sota.jiqizhixin.com/implements/huggingface-longformer_longformer_transformers
LUKE_luke	关系分类,语言建模,命名实体识别,实体类型,问答,关系抽取	https://sota.jiqizhixin.com/implements/studio-ousia-luke_luke
luke_transformers	语言建模,关系分类,命名实体识别,实体类型,问答,关系抽取	https://sota.jiqizhixin.com/implements/huggingface-luke_transformers
lxmert	开放域问答	https://sota.jiqizhixin.com/implements/airsplay-lxmert
M2M100_fairseq	机器翻译,翻译	https://sota.jiqizhixin.com/implements/pytorch-m2m100_fairseq
M2M100_transformers	机器翻译,翻译	https://sota.jiqizhixin.com/implements/huggingface-m2m100_transformers
mae	图像分类,语义分割,自监督学习,目标检测,自监督图像分类,领域泛化	https://sota.jiqizhixin.com/implements/facebookresearch-mae
MAE-pytorch	图像分类,语义分割,自监督学习,目标检测,自监督图像分类,领域泛化	https://sota.jiqizhixin.com/implements/pengzhiliang-mae-pytorch
Mask_RCNN	实例分割,目标检测	https://sota.jiqizhixin.com/implements/matterport-mask_rcnn
MaskFormer	语义分割,全景分割,分类	https://sota.jiqizhixin.com/implements/facebookresearch-maskformer
MaskFormer_mmdetection	语义分割,全景分割,分类	https://sota.jiqizhixin.com/implements/open-mmlab-maskformer_mmdetection
mbart	无监督机器翻译,机器翻译,翻译,去噪	https://sota.jiqizhixin.com/implements/pytorch-mbart
mbart_transformers	无监督机器翻译,机器翻译,翻译,去噪	https://sota.jiqizhixin.com/implements/huggingface-mbart_transformers
Megatron-BERT_Megatron-LM	阅读理解,语言建模	https://sota.jiqizhixin.com/implements/nvidia-megatron-bert_megatron-lm
Megatron-GPT2_Megatron-LM	阅读理解,语言建模	https://sota.jiqizhixin.com/implements/nvidia-megatron-gpt2_megatron-lm
mLUKE_luke	语言建模,跨语言迁移,跨语言问答	https://sota.jiqizhixin.com/implements/studio-ousia-mluke_luke
MMBT_mmbt	分类	https://sota.jiqizhixin.com/implements/thilinarajapakse-mmbt_mmbt
MMBT_mmbt	分类	https://sota.jiqizhixin.com/implements/facebookresearch-mmbt_mmbt
mmbt_transformers	分类	https://sota.jiqizhixin.com/implements/huggingface-mmbt_transformers
MPNet	语言建模	https://sota.jiqizhixin.com/implements/microsoft-mpnet
MPNet_PaddlePaddle	语言建模	https://sota.jiqizhixin.com/implements/paddlepaddle-mpnet_paddlepaddle
MPNet_transformers	语言建模	https://sota.jiqizhixin.com/implements/huggingface-mpnet_transformers
multilingual-t5	问答,阅读理解,翻译,常识推理,自然语言推理	https://sota.jiqizhixin.com/implements/google-research-multilingual-t5
multilingual-t5_transformers	问答,阅读理解,翻译,常识推理,自然语言推理	https://sota.jiqizhixin.com/implements/huggingface-multilingual-t5_transformers
Nystromformer	自然语言推理,情感分析,语义文本相似度,问答	https://sota.jiqizhixin.com/implements/mlpen-nystromformer
pegasus	摘要文本摘要,自动摘要	https://sota.jiqizhixin.com/implements/google-research-pegasus
pegasus_transformers	摘要文本摘要,自动摘要	https://sota.jiqizhixin.com/implements/huggingface-pegasus_transformers
perceiver	光流估计	https://sota.jiqizhixin.com/implements/deepmind-perceiver
perceiver_transformers	光流估计	https://sota.jiqizhixin.com/implements/huggingface-perceiver_transformers
PhoBERT	词性标注,依赖解析,自然语言推理,命名实体识别	https://sota.jiqizhixin.com/implements/vinairesearch-phobert
PLBART	程序修复,源代码摘要,文本生成,代码生成,翻译,去噪	https://sota.jiqizhixin.com/implements/wasiahmad-plbart
poolformer	图像分类,语义分割	https://sota.jiqizhixin.com/implements/sail-sg-poolformer
poolformer_pytorch	图像分类,语义分割	https://sota.jiqizhixin.com/implements/rwightman-poolformer_pytorch
poolformer_transformers	图像分类,语义分割	https://sota.jiqizhixin.com/implements/huggingface-poolformer_transformers
ProphetNet_ProphetNet	自动摘要,摘要文本摘要,问题生成	https://sota.jiqizhixin.com/implements/microsoft-prophetnet_prophetnet
ProphetNet_transformers	自动摘要,摘要文本摘要,问题生成	https://sota.jiqizhixin.com/implements/huggingface-prophetnet_transformers
QDQBert_pytorch-transformers	量化	https://sota.jiqizhixin.com/implements/huggingface-qdqbert_pytorch-transformers
RAG_haystack	文本生成,问答,事实核实	https://sota.jiqizhixin.com/implements/deepset-ai-rag_haystack
RAG_transformers	文本生成,问答,事实核实	https://sota.jiqizhixin.com/implements/huggingface-rag_transformers
rcnn	目标检测,语义分割	https://sota.jiqizhixin.com/implements/rbgirshick-rcnn
realm	问答,开放域问答,语言建模	https://sota.jiqizhixin.com/implements/google-research-realm
reformer	问答,图像生成,开放域问答,语言建模	https://sota.jiqizhixin.com/implements/google-reformer
reformer_transformers	问答,图像生成,开放域问答,语言建模	https://sota.jiqizhixin.com/implements/huggingface-reformer_transformers
ResNet_deeplab	视网膜OCT疾病分类,图像到图像的翻译,语义分割,行人属性识别,目标检测,行人重识别,图像分类	https://sota.jiqizhixin.com/implements/tensorflow-resnet_deeplab
ResNet_slim	视网膜OCT疾病分类,图像到图像的翻译,语义分割,行人属性识别,目标检测,行人重识别,图像分类	https://sota.jiqizhixin.com/implements/tensorflow-resnet_slim
ResNet_vision	视网膜OCT疾病分类,图像到图像的翻译,语义分割,行人属性识别,目标检测,行人重识别,图像分类	https://sota.jiqizhixin.com/implements/pytorch-resnet_vision
retinanet_detectron2	目标检测,长尾学习,密集目标检测,实时目标检测,行人检测	https://sota.jiqizhixin.com/implements/facebookresearch-retinanet_detectron2
retinanet_PaddleDetection	目标检测,长尾学习,密集目标检测,实时目标检测,行人检测	https://sota.jiqizhixin.com/implements/paddlepaddle-retinanet_paddledetection
retinanet_vision	目标检测,长尾学习,密集目标检测,实时目标检测,行人检测	https://sota.jiqizhixin.com/implements/pytorch-retinanet_vision
r-fcn	实时目标检测,目标检测,翻译	https://sota.jiqizhixin.com/implements/daijifeng001-r-fcn
r-fcn_detectron	实时目标检测,目标检测,翻译	https://sota.jiqizhixin.com/implements/facebookresearch-r-fcn_detectron
roberta_fairseq	问答,阅读理解,常识推理,类型预测,词汇简化,语言建模,语义文本相似度,自然语言推理,情感分析	https://sota.jiqizhixin.com/implements/pytorch-roberta_fairseq
roberta_PaddlePaddle	问答,阅读理解,常识推理,类型预测,词汇简化,语言建模,语义文本相似度,自然语言推理,情感分析	https://sota.jiqizhixin.com/implements/paddlepaddle-roberta_paddlepaddle
roberta_transformers	问答,阅读理解,常识推理,类型预测,词汇简化,语言建模,语义文本相似度,自然语言推理,情感分析	https://sota.jiqizhixin.com/implements/huggingface-roberta_transformers
roberta_zh	问答,阅读理解,常识推理,类型预测,词汇简化,语言建模,语义文本相似度,自然语言推理,情感分析	https://sota.jiqizhixin.com/implements/brightmart-roberta_zh
roformer	语言建模	https://sota.jiqizhixin.com/implements/zhuiyitechnology-roformer
roformer_PaddlePaddle	语言建模	https://sota.jiqizhixin.com/implements/paddlepaddle-roformer_paddlepaddle
roformer_transformers	语言建模	https://sota.jiqizhixin.com/implements/huggingface-roformer_transformers
RPN_detectron	目标检测,实时目标检测	https://sota.jiqizhixin.com/implements/facebookresearch-rpn_detectron
RPN_PaddleDetection	目标检测,实时目标检测	https://sota.jiqizhixin.com/implements/paddlepaddle-rpn_paddledetection
RPN_vision	目标检测,实时目标检测	https://sota.jiqizhixin.com/implements/pytorch-rpn_vision
SegFormer	语义分割	https://sota.jiqizhixin.com/implements/nvlabs-segformer
SegFormer_PaddleSeg	语义分割	https://sota.jiqizhixin.com/implements/paddlepaddle-segformer_paddleseg
SegFormer_transformers	语义分割	https://sota.jiqizhixin.com/implements/huggingface-segformer_transformers
SEW_sew	语音识别,无监督的预训练	https://sota.jiqizhixin.com/implements/asappresearch-sew_sew
SEW-D_sew	语音识别,无监督的预训练	https://sota.jiqizhixin.com/implements/asappresearch-sew-d_sew
SpeechToTextTransformer	机器翻译,迁移学习,翻译,多任务学习,语音识别,语音到文本翻译	https://sota.jiqizhixin.com/implements/pytorch-speechtotexttransformer
SpeechToTextTransformer_transformers	机器翻译,迁移学习,翻译,多任务学习,语音识别,语音到文本翻译	https://sota.jiqizhixin.com/implements/huggingface-speechtotexttransformer_transformers
splinter	问答	https://sota.jiqizhixin.com/implements/oriram-splinter
squeezebert	迁移学习,自然语言推理,情感分析	https://sota.jiqizhixin.com/implements/huggingface-squeezebert
Swin-Transformer	实时目标检测,实例分割,语义分割,图像分类,目标检测	https://sota.jiqizhixin.com/implements/microsoft-swin-transformer
Swin-Transformer_mmdetection	实时目标检测,实例分割,语义分割,图像分类,目标检测	https://sota.jiqizhixin.com/implements/open-mmlab-swin-transformer_mmdetection
Swin-Transformer_PaddleClas	实时目标检测,实例分割,语义分割,图像分类,目标检测	https://sota.jiqizhixin.com/implements/paddlepaddle-swin-transformer_paddleclas
Swin-Transformer_PaddleDetection	实时目标检测,实例分割,语义分割,图像分类,目标检测	https://sota.jiqizhixin.com/implements/paddlepaddle-swin-transformer_paddledetection
Swin-Transformer_PaddleSeg	实时目标检测,实例分割,语义分割,图像分类,目标检测	https://sota.jiqizhixin.com/implements/paddlepaddle-swin-transformer_paddleseg
Swin-Transformer_pytorch-image-models	实时目标检测,实例分割,语义分割,图像分类,目标检测	https://sota.jiqizhixin.com/implements/rwightman-swin-transformer_pytorch-image-models
Swin-Transformer-Object-Detection	实时目标检测,实例分割,语义分割,图像分类,目标检测	https://sota.jiqizhixin.com/implements/swintransformer-swin-transformer-object-detection
Swin-Transformer-Semantic-Segmentation	实时目标检测,实例分割,语义分割,图像分类,目标检测	https://sota.jiqizhixin.com/implements/swintransformer-swin-transformer-semantic-segmentation
t5_PaddlePaddle	语义分析,语义文本相似度,问答,迁移学习,常识推理	https://sota.jiqizhixin.com/implements/paddlepaddle-t5_paddlepaddle
t5_transformers	语义分析,语义文本相似度,问答,迁移学习,常识推理	https://sota.jiqizhixin.com/implements/huggingface-t5_transformers
tapas	语义分析,问答,迁移学习	https://sota.jiqizhixin.com/implements/google-research-tapas
tapas_transformers	语义分析,问答,迁移学习	https://sota.jiqizhixin.com/implements/huggingface-tapas_transformers
text-to-text-transfer-transformer	语义分析,语义文本相似度,问答,迁移学习,常识推理	https://sota.jiqizhixin.com/implements/google-research-text-to-text-transfer-transformer
transformer-xl	语言建模	https://sota.jiqizhixin.com/implements/kimiyoung-transformer-xl
transformer-xl_PaddlePaddle	语言建模	https://sota.jiqizhixin.com/implements/paddlepaddle-transformer-xl_paddlepaddle
transformer-xl_transformers	语言建模	https://sota.jiqizhixin.com/implements/huggingface-transformer-xl_transformers
trocr	文本生成,光学字符识别,语言建模	https://sota.jiqizhixin.com/implements/microsoft-trocr
trocr_transformers	文本生成,光学字符识别,语言建模	https://sota.jiqizhixin.com/implements/huggingface-trocr_transformers
unispeech	迁移学习,多任务学习,语音识别,自监督学习,表征学习	https://sota.jiqizhixin.com/implements/cywang97-unispeech
unispeechsat	自监督学习,表征学习,数据增强,声纹识别,语音识别,多任务学习	https://sota.jiqizhixin.com/implements/microsoft-unispeechsat
VGG_slim	图像分类	https://sota.jiqizhixin.com/implements/tensorflow-vgg_slim
VGG_vision	图像分类	https://sota.jiqizhixin.com/implements/pytorch-vgg_vision
VGG16_slim	图像分类	https://sota.jiqizhixin.com/implements/tensorflow-vgg16_slim
VGG16_vision	图像分类	https://sota.jiqizhixin.com/implements/pytorch-vgg16_vision
vilt	跨模态检索,视觉推理,视觉问答	https://sota.jiqizhixin.com/implements/dandelin-vilt
vision_transformer	图像分类,文档图像分类,细粒度图像分类	https://sota.jiqizhixin.com/implements/google-research-vision_transformer
vision_transformer_kornia	图像分类,文档图像分类,细粒度图像分类	https://sota.jiqizhixin.com/implements/kornia-vision_transformer_kornia
vision_transformer_pytorch-image-models	图像分类,文档图像分类,细粒度图像分类	https://sota.jiqizhixin.com/implements/rwightman-vision_transformer_pytorch-image-models
vision_transformer_transformers	图像分类,文档图像分类,细粒度图像分类	https://sota.jiqizhixin.com/implements/huggingface-vision_transformer_transformers
vision_transformer_vision	图像分类,文档图像分类,细粒度图像分类	https://sota.jiqizhixin.com/implements/pytorch-vision_transformer_vision
Wav2Vec2_fairseq	量化,自监督学习,语音识别	https://sota.jiqizhixin.com/implements/pytorch-wav2vec2_fairseq
Wav2Vec2_PyTorch	量化,自监督学习,语音识别	https://sota.jiqizhixin.com/implements/pytorch-wav2vec2_pytorch
Wav2Vec2_transformers	量化,自监督学习,语音识别	https://sota.jiqizhixin.com/implements/huggingface-wav2vec2_transformers
WavLM	语音识别,语音去噪,去噪,自监督学习	https://sota.jiqizhixin.com/implements/microsoft-wavlm
xglm	机器翻译,翻译,少试学习,仇恨语音检测,零试学习,自然语言推理	https://sota.jiqizhixin.com/implements/pytorch-xglm
XLM_transformers	语言建模,自然语言理解	https://sota.jiqizhixin.com/implements/huggingface-xlm_transformers
XLM_XLM	语言建模,自然语言理解	https://sota.jiqizhixin.com/implements/facebookresearch-xlm_xlm
XLM-ProphetNet_ProphetNet	自动摘要,摘要文本摘要,问题生成	https://sota.jiqizhixin.com/implements/microsoft-xlm-prophetnet_prophetnet
XLM-ProphetNet_transformers	自动摘要,摘要文本摘要,问题生成	https://sota.jiqizhixin.com/implements/huggingface-xlm-prophetnet_transformers
XLM-RoBERTa_transformers	语言建模,表征学习,跨语言迁移,NER	https://sota.jiqizhixin.com/implements/huggingface-xlm-roberta_transformers
XLM-RoBERTa_XLM	语言建模,表征学习,跨语言迁移,NER	https://sota.jiqizhixin.com/implements/facebookresearch-xlm-roberta_xlm
xlnet	问答,阅读理解,释义识别,语言建模,语义文本相似度,文件排名,幽默检测,文本分类,自然语言推理,情感分析	https://sota.jiqizhixin.com/implements/zihangdai-xlnet
xlnet_PaddlePaddle	问答,阅读理解,释义识别,语言建模,语义文本相似度,文件排名,幽默检测,文本分类,自然语言推理,情感分析	https://sota.jiqizhixin.com/implements/paddlepaddle-xlnet_paddlepaddle
XLNet_transformers	问答,阅读理解,释义识别,语言建模,语义文本相似度,文件排名,幽默检测,文本分类,自然语言推理,情感分析	https://sota.jiqizhixin.com/implements/huggingface-xlnet_transformers
XLS-R_fairseq	翻译,语音识别,表征学习,语言识别	https://sota.jiqizhixin.com/implements/pytorch-xls-r_fairseq
yoso	自然语言理解	https://sota.jiqizhixin.com/implements/mlpen-yoso