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122个经典SOTA模型、223个算法实现资源,我们帮你一文汇总了

2022-04-29 14:32:19来源: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

机器之心的老伙计们可通过上述链接直接访问,也可以通过「 SOTA!模型」平台上检索模型中的检索优选模型功能检索获取自己想实现的主流模型资源。在检索框输入模型名称即可查找。

关键词: 图像分类 目标检测 自然语言 常识推理 自然语言理解

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