MindSpore Network List

Linux Ascend GPU CPU Model Development Intermediate Expert

Model Zoo

Official

Domain	Sub Domain	Network	Ascend (Graph)	Ascend (PyNative)	GPU (Graph)	GPU (PyNative)	CPU (Graph)	CPU (PyNative)	Ascend 310
Computer Vision (CV)	Image Classification	AlexNet			✅	✅
Computer Vision (CV)	Image Classification	CNN	✅						✅
Computer Vision (CV)	Image Classification	DenseNet100					✅	✅
Computer Vision (CV)	Image Classification	DenseNet121	✅	✅	✅				✅
Computer Vision (CV)	Image Classification	DPN	✅						✅
Computer Vision (CV)	Image Classification	EfficientNet-B0			✅	✅
Computer Vision (CV)	Image Classification	GoogLeNet	✅	✅	✅	✅			✅
Computer Vision (CV)	Image Classification	InceptionV3	✅		✅		✅		✅
Computer Vision (CV)	Image Classification	InceptionV4	✅		✅		✅
Computer Vision (CV)	Image Classification	LeNet	✅	✅	✅	✅	✅	✅	✅
Computer Vision (CV)	Image Classification	LeNet (Quantization)	✅		✅				✅
Computer Vision (CV)	Image Classification	MobileNetV1	✅		✅		✅		✅
Computer Vision (CV)	Image Classification	MobileNetV2	✅	✅			✅		✅
Computer Vision (CV)	Image Classification	MobileNetV2 (Quantization)	✅		✅				✅
Computer Vision (CV)	Image Classification	MobileNetV3			✅	✅	✅
Computer Vision (CV)	Image Classification	NASNet			✅	✅
Computer Vision (CV)	Image Classification	ResNet-18	✅						✅
Computer Vision (CV)	Image Classification	ResNet-50	✅	✅	✅	✅	✅		✅
Computer Vision (CV)	Image Classification	ResNet-50 (Quantization)	✅
Computer Vision (CV)	Image Classification	ResNet-101	✅	✅	✅	✅			✅
Computer Vision (CV)	Image Classification	ResNeXt50	✅		✅	✅			✅
Computer Vision (CV)	Image Classification	SE-ResNet50	✅	✅					✅
Computer Vision (CV)	Image Classification	ShuffleNetV1	✅						✅
Computer Vision (CV)	Image Classification	ShuffleNetV2			✅	✅
Computer Vision (CV)	Image Classification	SqueezeNet	✅						✅
Computer Vision (CV)	Image Classification	Tiny-DarkNet					✅
Computer Vision (CV)	Image Classification	VGG16	✅	✅	✅	✅			✅
Computer Vision (CV)	Image Classification	ResNet-152	✅	✅
Computer Vision (CV)	Image Classification	ResNet-34	✅	✅
Computer Vision (CV)	Image Classification	SimCLR	✅	✅
Computer Vision (CV)	Image Classification	ResNeXt101	✅		✅	✅			✅
Computer Vision (CV)	Face Recognition	RetinaFace-ResNet50			✅	✅
Computer Vision (CV)	Object Detection	CenterFace	✅						✅
Computer Vision (CV)	Object Detection	CTPN	✅						✅
Computer Vision (CV)	Object Detection	Faster R-CNN	✅		✅				✅
Computer Vision (CV)	Object Detection	Mask R-CNN	✅						✅
Computer Vision (CV)	Object Detection	Mask R-CNN (MobileNetV1)	✅						✅
Computer Vision (CV)	Object Detection	SSD	✅		✅	✅	✅		✅
Computer Vision (CV)	Object Detection	SSD-MobileNetV1-FPN	✅						✅
Computer Vision (CV)	Object Detection	SSD-Resnet50-FPN	✅
Computer Vision (CV)	Object Detection	SSD-VGG16	✅						✅
Computer Vision (CV)	Object Detection	WarpCTC	✅		✅		✅		✅
Computer Vision (CV)	Object Detection	YOLOv3-ResNet18	✅						✅
Computer Vision (CV)	Object Detection	YOLOv3-DarkNet53	✅	✅	✅	✅			✅
Computer Vision (CV)	Object Detection	YOLOv3-DarkNet53 (Quantization)	✅						✅
Computer Vision (CV)	Object Detection	YOLOv4	✅	✅
Computer Vision (CV)	Object Detection	CSPDarkNet53	✅						✅
Computer Vision (CV)	Object Detection	RetinaNet	✅						✅
Computer Vision (CV)	Object Detection	Faster R-CNN-ResnetV1-50	✅	✅
Computer Vision (CV)	Object Detection	Faster R-CNN-ResnetV1-101	✅	✅
Computer Vision (CV)	Object Detection	Faster R-CNN-ResnetV1-152	✅	✅
Computer Vision (CV)	Object Detection	YOLOv5s	✅	✅
Computer Vision (CV)	Text Detection	DeepText	✅						✅
Computer Vision (CV)	Text Detection	PSENet	✅	✅					✅
Computer Vision (CV)	Text Recognition	CNN+CTC	✅	✅					✅
Computer Vision (CV)	Text Recognition	CRNN-Seq2Seq-OCR	✅	✅					✅
Computer Vision (CV)	Semantic Segmentation	DeepLabV3	✅				✅		✅
Computer Vision (CV)	Semantic Segmentation	U-Net2D (Medical)	✅						✅
Computer Vision (CV)	Semantic Segmentation	U-Net3D (Medical)	✅
Computer Vision (CV)	Semantic Segmentation	U-Net++	✅						✅
Computer Vision (CV)	Semantic Segmentation	FCN8s	✅		✅				✅
Computer Vision (CV)	Keypoint Detection	OpenPose	✅
Computer Vision (CV)	Keypoint Detection	SimplePoseNet	✅						✅
Computer Vision (CV)	Optical Character Recognition	CRNN	✅		✅
Computer Vision (CV)	Others	STGCN	✅	✅
Natural Language Processing (NLP)	Natural Language Understanding	BERT	✅	✅	✅	✅
Natural Language Processing (NLP)	Natural Language Understanding	FastText	✅		✅
Natural Language Processing (NLP)	Natural Language Understanding	GNMT v2	✅
Natural Language Processing (NLP)	Natural Language Understanding	GRU	✅						✅
Natural Language Processing (NLP)	Natural Language Understanding	MASS	Ongoing		Ongoing				Ongoing
Natural Language Processing (NLP)	Natural Language Understanding	SentimentNet	✅		✅	✅	✅	✅	✅
Natural Language Processing (NLP)	Natural Language Understanding	Transformer	✅	✅	✅	✅
Natural Language Processing (NLP)	Natural Language Understanding	TinyBERT	✅	✅	✅
Natural Language Processing (NLP)	Natural Language Understanding	TextCNN	✅				✅		✅
Natural Language Processing (NLP)	Sentiment Analysis	EmoTect	✅	✅	✅
Natural Language Processing (NLP)	Dialogue	DGU	✅	✅
Recommender	Recommender System, CTR prediction	DeepFM	✅	✅	✅	✅	✅		✅
Recommender	Recommender System, Search, Ranking	Wide&Deep	✅	✅	✅	✅			✅
Recommender	Recommender System	NAML	✅
Recommender	Recommender System	NCF	✅						✅
Graph Neural Networks (GNN)	Text Classification	GCN	✅	✅					✅
Graph Neural Networks (GNN)	Text Classification	GAT	✅	✅					✅
Graph Neural Networks (GNN)	Recommender System	BGCF	✅						✅
Reinforcement Learning		DQN			✅

Research

Domain	Sub Domain	Network	Ascend (Graph)	Ascend (PyNative)	GPU (Graph)	GPU (PyNative)	CPU (Graph)	CPU (PyNative)	Ascend 310
Computer Vision (CV)	Image Classification	FaceAttributes	✅	✅					✅
Computer Vision (CV)	Image Classification	FaceQualityAssessment	✅	✅	✅		✅		✅
Computer Vision (CV)	Image Classification	VGG19	✅	✅
Computer Vision (CV)	Image Classification	ResNetV2-50	✅	✅	✅
Computer Vision (CV)	Image Classification	ResNetV2-101	✅	✅	✅
Computer Vision (CV)	Image Classification	ResNetV2-152	✅	✅	✅
Computer Vision (CV)	Image Classification	SE-Net	✅	✅
Computer Vision (CV)	Image Classification	SqueezeNet v1.1	✅	✅
Computer Vision (CV)	Face Recognition	FaceRecognition	✅
Computer Vision (CV)	Face Recognition	FaceRecognitionForTracking	✅		✅		✅		✅
Computer Vision (CV)	Face Recognition	ArcFace	✅	✅
Computer Vision (CV)	Object Detection	FaceDetection	✅		✅		✅		✅
Computer Vision (CV)	Object Detection	SSD-GhostNet	✅						✅
Computer Vision (CV)	Object Detection	Retinanet-Resnet101	✅	✅
Computer Vision (CV)	Object Detection	IBN-Net	✅	✅
Computer Vision (CV)	Object Detection	SSD-ResNet50-FPN	✅	✅
Computer Vision (CV)	Object Detection	WideResNet	✅	✅
Computer Vision (CV)	Object Detection	Inception-ResnetV2	✅	✅
Computer Vision (CV)	Object Detection	Learning To See In The Dark	✅	✅
Computer Vision (CV)	Object Detection	MnasNet	✅	✅
Computer Vision (CV)	Object Detection	MobileNetV3 Large	✅	✅
Computer Vision (CV)	Semantic Segmentation	DeepLabv3+	✅	✅
Computer Vision (CV)	Semantic Segmentation	HarDNet	✅	✅	✅
Computer Vision (CV)	Semantic Segmentation	GloRe-Res50	✅	✅
Computer Vision (CV)	Semantic Segmentation	GloRe-Res200	✅	✅	✅
Computer Vision (CV)	Semantic Segmentation	ICNet	✅	✅	✅
Computer Vision (CV)	Key Point Detection	CenterNet	✅				✅
Computer Vision (CV)	Key Point Detection	CenterNet-Det	✅	✅
Computer Vision (CV)	Key Point Detection	CenterNet-Resnet101	✅	✅
Computer Vision (CV)	Image Style Transfer	CycleGAN	✅		✅		✅
Computer Vision (CV)	Image Generation	StarGAN	✅	✅
Computer Vision (CV)	Image Generation	WGAN	✅	✅
Computer Vision (CV)	Image Generation	Pix2Pix	✅	✅
Computer Vision (CV)	Others	GENet	✅	✅
Computer Vision (CV)	Others	AutoAugment	✅	✅
Natural Language Processing (NLP)	Natural Language Understanding	DS-CNN	✅	✅					✅
Natural Language Processing (NLP)	Natural Language Understanding	TextRCNN	✅						✅
Natural Language Processing (NLP)	Natural Language Understanding	TPRR	✅
Recommender	Recommender System, CTR prediction	AutoDis	✅
Recommender	Recommender System, CTR prediction	FAT-DeepFFM	✅	✅
Audio	Audio Tagging	FCN-4	✅
Audio	Speech Recognition	DeepSpeech2			✅		✅
Audio	Generation	WaveNet			✅		✅
High Performance Computing	Molecular Dynamics	DeepPotentialH2O	✅	✅
High Performance Computing	Ocean Model	GOMO			✅

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