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。
