robertstevens86091/ailia-models

Python

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4,874 commits

updated Jul 4, 2024

See the code

README

The collection of pre-trained, state-of-the-art AI models.

About ailia SDK

ailia SDK is a self-contained, cross-platform, high-speed inference SDK for AI. The ailia SDK provides a consistent C++ API across Windows, Mac, Linux, iOS, Android, Jetson, and Raspberry Pi platforms. It also supports Unity (C#), Python, Rust, Flutter(Dart) and JNI for efficient AI implementation. The ailia SDK makes extensive use of the GPU through Vulkan and Metal to enable accelerated computing.

How to use

NEW - ailia SDK can now be installed with "pip3 install ailia" !

ailia MODELS tutorial

ailia MODELS tutorial 日本語版

Supported models

323 models as of April 8th, 2024

Latest update

  • 2024.04.08 ailia SDK can now be installed via pip.
  • 2024.04.02 Add zoe_depth, facefusion
  • 2024.04.01 Add pytorch-fcn (ailia SDK 1.3.0)
  • 2024.03.29 Add falcon-adapter-network-packet, pyannote-audio
  • 2024.03.08 Add did_m3d, damo_yolo, deep-music-enhancer, tusimple-DUC
  • 2024.03.05 Add polylanenet, rnnoise
  • 2024.03.04 Add Japanese Stable CLIP, msclap, glucose, informer2020, l2cs_net, deepsort_vehicle, narabas
  • 2024.03.03 Add yolov9 (Unification of line feed code to LF)
  • More information in our Wiki

Action recognition

Anomaly detection

ModelReferenceExported FromSupported Ailia VersionBlog
padimPaDiM-Anomaly-Detection-Localization-masterPytorch1.2.6 and laterEN JP
spade-pytorchSub-Image Anomaly Detection with Deep Pyramid CorrespondencesPytorch1.2.6 and later
patchcorePatchCore_anomaly_detectionPytorch1.2.6 and later

Audio processing

ModelReferenceExported FromSupported Ailia VersionBlog
crnn_audio_classificationcrnn-audio-classificationPytorch1.2.5 and laterEN JP
deepspeech2deepspeech.pytorchPytorch1.2.2 and laterEN JP
pytorch-dc-ttsEfficiently Trainable Text-to-Speech System Based on Deep Convolutional Networks with Guided AttentionPytorch1.2.6 and laterEN JP
unet_source_separationsource_separationPytorch1.2.6 and laterEN JP
transformer-cnn-emotion-recognitionCombining Spatial and Temporal Feature Representions of Speech Emotion by Parallelizing CNNs and Transformer-EncodersPytorch1.2.5 and later
auto_speechAutoSpeech: Neural Architecture Search for Speaker RecognitionPytorch1.2.5 and laterEN JP
voicefilterVoiceFilterPytorch1.2.7 and laterEN JP
whisperWhisperPytorch1.2.10 and laterJP
clapCLAPPytorch1.2.6 and later
wespeakerWeSpeakerOnnxruntime1.2.9 and later
tacotron2Tacotron2Pytorch1.2.15 and laterJP
silero-vadSilero VADPytorch1.2.15 and laterJP
rvcRetrieval-based-Voice-Conversion-WebUIPytorch1.2.12 and laterJP
crepetorchcrepePytorch1.2.10 and laterJP
vall-e-xVALL-E-XPytorch1.2.15 and later
hifiganHiFi-GANPytorch1.2.9 and later
distil-whisperHugging Face - Distil-WhisperPytorch1.2.16 and later
microsoft clapCLAPPytorch1.2.11 and later
narabasnarabas: Japanese phoneme forced alignment toolPytorch1.2.11 and later
rnnoisernnoiseKeras1.2.15 and later
audioset_tagging_cnnPANNs: Large-Scale Pretrained Audio Neural Networks for Audio Pattern RecognitionPytorch1.2.9 and later
deep music enhancerOn Filter Generalization for Music Bandwidth Extension Using Deep Neural NetworksPytorch1.2.6 and later
pyannote-audioPyannote-audioPytorch1.2.15 and later

Background removal

Crowd counting

Deep fashion

Depth estimation

Diffusion

ModelReferenceExported FromSupported Ailia VersionBlog
latent-diffusion-txt2imgLatent Diffusion - txt2imgPytorch1.2.10 and later
latent-diffusion-inpaintingLatent Diffusion - inpaintingPytorch1.2.10 and later
latent-diffusion-superresolutionLatent Diffusion - Super-resolutionPytorch1.2.10 and later
stable-diffusion-txt2imgStable DiffusionPytorch1.2.14 and laterJP
control_netControlNetPytorch1.2.15 and later
DA-CLIPDA-CLIPPytorch1.2.16 and later
riffusionRiffusionPytorch1.2.16 and later

Face detection

Face identification

ModelReferenceExported FromSupported Ailia VersionBlog
vggface2VGGFace2 Dataset for Face RecognitionCaffe1.1.0 and later
arcfacepytorch implement of arcfacePytorch1.2.1 and laterEN JP
insightfaceInsightFace: 2D and 3D Face Analysis ProjectPytorch1.2.5 and later
cosfacePytorch implementation of CosFacePytorch1.2.10 and later
facenet_pytorchFace Recognition Using PytorchPytorch1.2.6 and later

Face recognition

Face swapping

ModelReferenceExported FromSupported Ailia VersionBlog
facefusionFaceFusionONNXRuntime1.2.10 and later

Frame Interpolation

Generative adversarial networks

Hand detection

ModelReferenceExported FromSupported Ailia VersionBlog
yolov3-handHand detection branch of Face detection using keras-yolov3Keras1.2.1 and later
hand_detection_pytorchhand-detection.PyTorchPytorch1.2.2 and later
blazepalmMediaPipePyTorchPytorch1.2.5 and later

Hand recognition

ModelReferenceExported FromSupported Ailia VersionBlog
blazehandMediaPipePyTorchPytorch1.2.5 and laterEN JP
hand3dColorHandPose3D networkTensorFlow1.2.5 and later
minimal-handMinimal HandTensorFlow1.2.8 and later
v2v-posenetV2V-PoseNetPytorch1.2.6 and later

Image captioning

ModelReferenceExported FromSupported Ailia VersionBlog
illustration2vecIllustration2VecCaffe1.2.2 and later
image_captioning_pytorchImage Captioning pytorchPytorch1.2.5 and laterEN JP
blip2Hugging Face - BLIP-2Pytorch1.2.16 and later

Image classification

ModelReferenceExported FromSupported Ailia VersionBlog
vgg16Very Deep Convolutional Networks for Large-Scale Image RecognitionKeras1.1.0 and later
googlenetGoing Deeper with ConvolutionsPytorch1.2.0 and later
resnet50Deep Residual Learning for Image RecognitionChainer1.2.0 and later
inceptionv3Rethinking the Inception Architecture for Computer VisionPytorch1.2.0 and laterJP
inceptionv4Keras Inception-V4Keras1.2.5 and later
mobilenetv2PyTorch Implemention of MobileNet V2Pytorch1.2.0 and later
mobilenetv3PyTorch Implemention of MobileNet V3Pytorch1.2.1 and later
partialconvPartial Convolution Layer for Padding and Image InpaintingPytorch1.2.0 and later
efficientnetA PyTorch implementation of EfficientNetPytorch1.2.3 and later
efficientnetv2EfficientNetV2Pytorch1.2.4 and later
vitPytorch reimplementation of the Vision Transformer (An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale)Pytorch1.2.7 and laterEN JP
wide_resnet50Wide ResnetPytorch1.2.5 and later
resnet18ResNet18Pytorch1.2.8 and later
mlp_mixerMLP-MixerPytorch1.2.9 and later
alexnetAlexNet PyTorchPytorch1.2.5 and later
clipCLIPPytorch1.2.9 and laterEN JP
japanese-clipJapanese-CLIPPytorch1.2.15 and later
weather-prediction-from-imageWeather Prediction From Image - (Warmth Of Image)Keras1.2.5 and later
swin-transformerSwin TransformerPytorch1.2.6 and later
convnextA PyTorch implementation of ConvNeXtPytorch1.2.5 and later
mobileoneA PyTorch implementation of MobileOnePytorch1.2.1 and later
imagenet21kImageNet21KPytorch1.2.11 and later
japanese-stable-clip-vit-l-16japanese-stable-clip-vit-l-16Pytorch1.2.11 and later

Image inpainting

Image manipulation

Image restoration

ModelReferenceExported FromSupported Ailia VersionBlog
nafnetNAFNet: Nonlinear Activation Free Network for Image RestorationPytorch1.2.10 and later

Image segmentation

Landmark classification

ModelReferenceExported FromSupported Ailia VersionBlog
landmarks_classifier_asiaLandmarks classifier_asia_V1.1TensorFlow Hub1.2.4 and laterEN JP
places365Release of Places365-CNNsPytorch1.2.5 and later

Line segment detection

ModelReferenceExported FromSupported Ailia VersionBlog
mlsdM-LSD: Towards Light-weight and Real-time Line Segment DetectionTensorFlow1.2.8 and laterEN JP
dexinedDexiNed: Dense Extreme Inception Network for Edge DetectionPytorch1.2.5 and later

Low Light Image Enhancement

ModelReferenceExported FromSupported Ailia VersionBlog
agllnetAGLLNet: Attention Guided Low-light Image Enhancement (IJCV 2021)Pytorch1.2.9 and laterEN JP

Natural language processing

ModelReferenceExported FromSupported Ailia VersionBlog
bertpytorch-pretrained-bertPytorch1.2.2 and laterEN JP
bert_maskedlmhuggingface/transformersPytorch1.2.5 and later
bert_nerhuggingface/transformersPytorch1.2.5 and later
bert_question_answeringhuggingface/transformersPytorch1.2.5 and later
bert_sentiment_analysishuggingface/transformersPytorch1.2.5 and later
bert_zero_shot_classificationhuggingface/transformersPytorch1.2.5 and later
bert_tweets_sentimenthuggingface/transformersPytorch1.2.5 and later
gpt2GPT-2Pytorch1.2.7 and later
rinna_gpt2japanese-pretrained-modelsPytorch1.2.7 and later
fugumt-en-jaFugu-Machine TranslatorPytorch1.2.9 and laterJP
fugumt-ja-enFugu-Machine TranslatorPytorch1.2.10 abd later
bert_sum_extBERTSUMEXTPytorch1.2.7 and later
sentence_transformers_japanesesentence transformersPytorch1.2.7 and laterJP
presummPreSummPytorch1.2.8 and later
t5_base_japanese_title_generationt5-japanesePytorch1.2.13 and laterJP
bertjscbertjscPytorch1.2.15 and later
multilingual-e5multilingual-e5-basePytorch1.2.15 and laterJP
bert_insert_punctuationbert-japanesePytorch1.2.15 and later
t5_whisper_medicalerror correction of medical terms using t5Pytorch1.2.13 and later
t5_base_summarizationt5-japanesePytorch1.2.13 and later
glucoseGLuCoSE (General Luke-based Contrastive Sentence Embedding)-base-JapanesePytorch1.2.15 and later

Network intrusion detection

ModelReferenceExported FromSupported Ailia VersionBlog
bert-network-packet-flow-header-payloadbert-network-packet-flow-header-payloadPytorch1.2.10 and later
falcon-adapter-network-packetfalcon-adapter-network-packetPytorch1.2.10 and later

Neural Rendering

ModelReferenceExported FromSupported Ailia VersionBlog
nerfNeRF: Neural Radiance FieldsTensorflow1.2.10 and laterEN JP

NSFW detector

ModelReferenceExported FromSupported Ailia VersionBlog
clip-based-nsfw-detectorCLIP-based-NSFW-DetectorKeras1.2.10 and laterJP

Object detection

ModelReferenceExported FromSupported Ailia VersionBlog
yolov1-tinyYOLO: Real-Time Object DetectionDarknet1.1.0 and laterJP
yolov2YOLO: Real-Time Object DetectionPytorch1.2.0 and later
yolov2-tinyYOLO: Real-Time Object DetectionPytorch1.2.6 and later
yolov3YOLO: Real-Time Object DetectionONNX Runtime1.2.1 and laterEN JP
yolov3-tinyYOLO: Real-Time Object DetectionONNX Runtime1.2.1 and later
yolov4Pytorch-YOLOv4Pytorch1.2.4 and laterEN JP
yolov4-tinyPytorch-YOLOv4Pytorch1.2.5 and later
yolov5yolov5Pytorch1.2.5 and laterEN JP
yolov6YOLOV6Pytorch1.2.10 and later
yolov7YOLOv7Pytorch1.2.7 and later
yolov8YOLOv8Pytorch1.2.14.1 and later
yolov8-segYOLOv8Pytorch1.2.14.1 and later
yolov9YOLOv9Pytorch1.2.10 and later
yoloryolorPytorch1.2.5 and later
yoloxYOLOXPytorch1.2.6 and laterEN JP
yolox-ti-liteedgeai-yoloxPytorch1.2.9 and later
yolovYOLOVPytorch1.2.10 and later
mobilenet_ssdMobileNetV1, MobileNetV2, VGG based SSD/SSD-lite implementation in PytorchPytorch1.2.1 and laterEN JP
maskrcnnMask R-CNN: real-time neural network for object instance segmentationPytorch1.2.3 and later
m2detM2Det: A Single-Shot Object Detector based on Multi-Level Feature Pyramid NetworkPytorch1.2.3 and laterEN JP
centernetCenterNet : Objects as PointsPytorch1.2.1 and laterEN JP
pedestrian_detectionPedestrian-Detection-on-YOLOv3_Research-and-APPKeras1.2.1 and later
efficientdetEfficientDet: Scalable and Efficient Object Detection, in PyTorchPytorch1.2.6 and later
nanodetNanoDetPytorch1.2.6 and later
mobile_object_localizermobile_object_localizer_v1TensorFlow Hub1.2.6 and laterEN JP
sku110k-densedetSKU110K-DenseDetPytorch1.2.9 and laterEN JP
traffic-sign-detectionTraffic Sign DetectionTensorflow1.2.10 and laterEN JP
deticDetecting Twenty-thousand Classes using Image-level SupervisionPytorch1.2.10 and laterEN JP
picodetPP-PicoDetPytorch1.2.10 and later
yolactYou Only Look At CoefficienTsPytorch1.2.6 and later
fastest-detFastestDetPytorch1.2.5 and later
dab-detrDAB-DETRPytorch1.2.12 and later
poly_yoloPoly YOLOKeras1.2.6 and later
glipGLIPPytorch1.2.13 and later
crowd_detDetection in Crowded ScenesPytorch1.2.13 and later
footandballFootAndBall: Integrated player and ball detectorPytorch1.2.0 and later
qrcode_wechatqrcodeqrcode_wechatqrcodeCaffe1.2.15 and later
layout_parsingunstructured-inferencePytorch1.2.9 and later
damo_yoloDAMO-YOLOPytorch1.2.9 and later

Object detection 3d

ModelReferenceExported FromSupported Ailia VersionBlog
3d_bbox3D Bounding Box Estimation Using Deep Learning and GeometryPytorch1.2.6 and later
3d-object-detection.pytorch3d-object-detection.pytorchPytorch1.2.8 and laterEN JP
mediapipe_objectronMediaPipe ObjectronTensorFlow Lite1.2.5 and later
egonetEgoNetPytorch1.2.9 and later
d4lcnD4LCNPytorch1.2.9 and later
did_m3dDID M3DPytorch1.2.11 and later

Object tracking

ModelReferenceExported FromSupported Ailia VersionBlog
deepsortDeep Sort with PyTorchPytorch1.2.3 and laterEN JP
person_reid_baseline_pytorchUTS-Person-reID-PracticalPytorch1.2.6 and later
abd_netAttentive but Diverse Person Re-IdentificationPytorch1.2.7 and later
siam-motSiamMOTPytorch1.2.9 and later
bytetrackByteTrackPytorch1.2.5 and laterEN JP 
qd-3dtMonocular Quasi-Dense 3D Object TrackingPytorch1.2.11 and later 
strong_sortStrongSORTPytorch1.2.15 and later 
centroids-reidOn the Unreasonable Effectiveness of Centroids in Image RetrievalPytorch1.2.9 and later 
deepsort_vehicleMulti-Camera Live Object TrackingPytorch1.2.9 and later

Optical Flow Estimation

ModelReferenceExported FromSupported Ailia VersionBlog
raftRAFT: Recurrent All Pairs Field Transforms for Optical FlowPytorch1.2.6 and laterEN JP 

Point segmentation

ModelReferenceExported FromSupported Ailia VersionBlog
pointnet_pytorchPointNet.pytorchPytorch1.2.6 and later

Pose estimation

Pose estimation 3d

Road detection

ModelReferenceExported FromSupported Ailia VersionBlog
codes-for-lane-detectionCodes-for-Lane-DetectionPytorch1.2.6 and laterEN JP
roneldRONELD-Lane-DetectionPytorch1.2.6 and later
road-segmentation-adasroad-segmentation-adas-0001OpenVINO1.2.5 and later
cdnetCDNetPytorch1.2.5 and later
lstrLSTRPytorch1.2.8 and later
ultra-fast-lane-detectionUltra-Fast-Lane-DetectionPytorch1.2.6 and later
yolopYOLOPPytorch1.2.6 and later
hybridnetsHybridNetsPytorch1.2.6 and later
polylanenetPolyLaneNetPytorch1.2.9 and later

Rotation prediction

ModelReferenceExported FromSupported Ailia VersionBlog
rotnetCNNs for predicting the rotation angle of an image to correct its orientationKeras1.2.1 and later

Style transfer

Super resolution

Text detection

ModelReferenceExported FromSupported Ailia VersionBlog
craft_pytorchCRAFT: Character-Region Awareness For Text detectionPytorch1.2.2 and later
pixel_linkPixel-LinkTensorFlow1.2.6 and later
eastEAST: An Efficient and Accurate Scene Text DetectorTensorFlow1.2.6 and later

Text recognition

ModelReferenceExported FromSupported Ailia VersionBlog
etlJapanese Character ClassificationKeras1.1.0 and laterJP
deep-text-recognition-benchmarkdeep-text-recognition-benchmarkPytorch1.2.6 and later
crnn.pytorchConvolutional Recurrent Neural NetworkPytorch1.2.6 and later
paddleocrPaddleOCR : Awesome multilingual OCR toolkits based on PaddlePaddlePytorch1.2.6 and laterEN JP
easyocrReady-to-use OCR with 80+ supported languagesPytorch1.2.6 and later
ndlocr_text_recognitionNDL OCRPytorch1.2.5 and later

Time-Series Forecasting

ModelReferenceExported FromSupported Ailia VersionBlog
informer2020Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting (AAAI'21 Best Paper)Pytorch1.2.10 and later

Vehicle recognition

Commercial model

ModelReferenceExported FromSupported Ailia VersionBlog
acculus-poseAcculus, Inc.Caffe1.2.3 and later

Other languages

unity version

c++ version

robertstevens86091/ailia-models

Python

0

4,874 commits

updated Jul 4, 2024

See the code

README

The collection of pre-trained, state-of-the-art AI models.

About ailia SDK

ailia SDK is a self-contained, cross-platform, high-speed inference SDK for AI. The ailia SDK provides a consistent C++ API across Windows, Mac, Linux, iOS, Android, Jetson, and Raspberry Pi platforms. It also supports Unity (C#), Python, Rust, Flutter(Dart) and JNI for efficient AI implementation. The ailia SDK makes extensive use of the GPU through Vulkan and Metal to enable accelerated computing.

How to use

NEW - ailia SDK can now be installed with "pip3 install ailia" !

ailia MODELS tutorial

ailia MODELS tutorial 日本語版

Supported models

323 models as of April 8th, 2024

Latest update

  • 2024.04.08 ailia SDK can now be installed via pip.
  • 2024.04.02 Add zoe_depth, facefusion
  • 2024.04.01 Add pytorch-fcn (ailia SDK 1.3.0)
  • 2024.03.29 Add falcon-adapter-network-packet, pyannote-audio
  • 2024.03.08 Add did_m3d, damo_yolo, deep-music-enhancer, tusimple-DUC
  • 2024.03.05 Add polylanenet, rnnoise
  • 2024.03.04 Add Japanese Stable CLIP, msclap, glucose, informer2020, l2cs_net, deepsort_vehicle, narabas
  • 2024.03.03 Add yolov9 (Unification of line feed code to LF)
  • More information in our Wiki

Action recognition

Anomaly detection

ModelReferenceExported FromSupported Ailia VersionBlog
padimPaDiM-Anomaly-Detection-Localization-masterPytorch1.2.6 and laterEN JP
spade-pytorchSub-Image Anomaly Detection with Deep Pyramid CorrespondencesPytorch1.2.6 and later
patchcorePatchCore_anomaly_detectionPytorch1.2.6 and later

Audio processing

ModelReferenceExported FromSupported Ailia VersionBlog
crnn_audio_classificationcrnn-audio-classificationPytorch1.2.5 and laterEN JP
deepspeech2deepspeech.pytorchPytorch1.2.2 and laterEN JP
pytorch-dc-ttsEfficiently Trainable Text-to-Speech System Based on Deep Convolutional Networks with Guided AttentionPytorch1.2.6 and laterEN JP
unet_source_separationsource_separationPytorch1.2.6 and laterEN JP
transformer-cnn-emotion-recognitionCombining Spatial and Temporal Feature Representions of Speech Emotion by Parallelizing CNNs and Transformer-EncodersPytorch1.2.5 and later
auto_speechAutoSpeech: Neural Architecture Search for Speaker RecognitionPytorch1.2.5 and laterEN JP
voicefilterVoiceFilterPytorch1.2.7 and laterEN JP
whisperWhisperPytorch1.2.10 and laterJP
clapCLAPPytorch1.2.6 and later
wespeakerWeSpeakerOnnxruntime1.2.9 and later
tacotron2Tacotron2Pytorch1.2.15 and laterJP
silero-vadSilero VADPytorch1.2.15 and laterJP
rvcRetrieval-based-Voice-Conversion-WebUIPytorch1.2.12 and laterJP
crepetorchcrepePytorch1.2.10 and laterJP
vall-e-xVALL-E-XPytorch1.2.15 and later
hifiganHiFi-GANPytorch1.2.9 and later
distil-whisperHugging Face - Distil-WhisperPytorch1.2.16 and later
microsoft clapCLAPPytorch1.2.11 and later
narabasnarabas: Japanese phoneme forced alignment toolPytorch1.2.11 and later
rnnoisernnoiseKeras1.2.15 and later
audioset_tagging_cnnPANNs: Large-Scale Pretrained Audio Neural Networks for Audio Pattern RecognitionPytorch1.2.9 and later
deep music enhancerOn Filter Generalization for Music Bandwidth Extension Using Deep Neural NetworksPytorch1.2.6 and later
pyannote-audioPyannote-audioPytorch1.2.15 and later

Background removal

Crowd counting

Deep fashion

Depth estimation

Diffusion

ModelReferenceExported FromSupported Ailia VersionBlog
latent-diffusion-txt2imgLatent Diffusion - txt2imgPytorch1.2.10 and later
latent-diffusion-inpaintingLatent Diffusion - inpaintingPytorch1.2.10 and later
latent-diffusion-superresolutionLatent Diffusion - Super-resolutionPytorch1.2.10 and later
stable-diffusion-txt2imgStable DiffusionPytorch1.2.14 and laterJP
control_netControlNetPytorch1.2.15 and later
DA-CLIPDA-CLIPPytorch1.2.16 and later
riffusionRiffusionPytorch1.2.16 and later

Face detection

Face identification

ModelReferenceExported FromSupported Ailia VersionBlog
vggface2VGGFace2 Dataset for Face RecognitionCaffe1.1.0 and later
arcfacepytorch implement of arcfacePytorch1.2.1 and laterEN JP
insightfaceInsightFace: 2D and 3D Face Analysis ProjectPytorch1.2.5 and later
cosfacePytorch implementation of CosFacePytorch1.2.10 and later
facenet_pytorchFace Recognition Using PytorchPytorch1.2.6 and later

Face recognition

Face swapping

ModelReferenceExported FromSupported Ailia VersionBlog
facefusionFaceFusionONNXRuntime1.2.10 and later

Frame Interpolation

Generative adversarial networks

Hand detection

ModelReferenceExported FromSupported Ailia VersionBlog
yolov3-handHand detection branch of Face detection using keras-yolov3Keras1.2.1 and later
hand_detection_pytorchhand-detection.PyTorchPytorch1.2.2 and later
blazepalmMediaPipePyTorchPytorch1.2.5 and later

Hand recognition

ModelReferenceExported FromSupported Ailia VersionBlog
blazehandMediaPipePyTorchPytorch1.2.5 and laterEN JP
hand3dColorHandPose3D networkTensorFlow1.2.5 and later
minimal-handMinimal HandTensorFlow1.2.8 and later
v2v-posenetV2V-PoseNetPytorch1.2.6 and later

Image captioning

ModelReferenceExported FromSupported Ailia VersionBlog
illustration2vecIllustration2VecCaffe1.2.2 and later
image_captioning_pytorchImage Captioning pytorchPytorch1.2.5 and laterEN JP
blip2Hugging Face - BLIP-2Pytorch1.2.16 and later

Image classification

ModelReferenceExported FromSupported Ailia VersionBlog
vgg16Very Deep Convolutional Networks for Large-Scale Image RecognitionKeras1.1.0 and later
googlenetGoing Deeper with ConvolutionsPytorch1.2.0 and later
resnet50Deep Residual Learning for Image RecognitionChainer1.2.0 and later
inceptionv3Rethinking the Inception Architecture for Computer VisionPytorch1.2.0 and laterJP
inceptionv4Keras Inception-V4Keras1.2.5 and later
mobilenetv2PyTorch Implemention of MobileNet V2Pytorch1.2.0 and later
mobilenetv3PyTorch Implemention of MobileNet V3Pytorch1.2.1 and later
partialconvPartial Convolution Layer for Padding and Image InpaintingPytorch1.2.0 and later
efficientnetA PyTorch implementation of EfficientNetPytorch1.2.3 and later
efficientnetv2EfficientNetV2Pytorch1.2.4 and later
vitPytorch reimplementation of the Vision Transformer (An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale)Pytorch1.2.7 and laterEN JP
wide_resnet50Wide ResnetPytorch1.2.5 and later
resnet18ResNet18Pytorch1.2.8 and later
mlp_mixerMLP-MixerPytorch1.2.9 and later
alexnetAlexNet PyTorchPytorch1.2.5 and later
clipCLIPPytorch1.2.9 and laterEN JP
japanese-clipJapanese-CLIPPytorch1.2.15 and later
weather-prediction-from-imageWeather Prediction From Image - (Warmth Of Image)Keras1.2.5 and later
swin-transformerSwin TransformerPytorch1.2.6 and later
convnextA PyTorch implementation of ConvNeXtPytorch1.2.5 and later
mobileoneA PyTorch implementation of MobileOnePytorch1.2.1 and later
imagenet21kImageNet21KPytorch1.2.11 and later
japanese-stable-clip-vit-l-16japanese-stable-clip-vit-l-16Pytorch1.2.11 and later

Image inpainting

Image manipulation

Image restoration

ModelReferenceExported FromSupported Ailia VersionBlog
nafnetNAFNet: Nonlinear Activation Free Network for Image RestorationPytorch1.2.10 and later

Image segmentation

Landmark classification

ModelReferenceExported FromSupported Ailia VersionBlog
landmarks_classifier_asiaLandmarks classifier_asia_V1.1TensorFlow Hub1.2.4 and laterEN JP
places365Release of Places365-CNNsPytorch1.2.5 and later

Line segment detection

ModelReferenceExported FromSupported Ailia VersionBlog
mlsdM-LSD: Towards Light-weight and Real-time Line Segment DetectionTensorFlow1.2.8 and laterEN JP
dexinedDexiNed: Dense Extreme Inception Network for Edge DetectionPytorch1.2.5 and later

Low Light Image Enhancement

ModelReferenceExported FromSupported Ailia VersionBlog
agllnetAGLLNet: Attention Guided Low-light Image Enhancement (IJCV 2021)Pytorch1.2.9 and laterEN JP

Natural language processing

ModelReferenceExported FromSupported Ailia VersionBlog
bertpytorch-pretrained-bertPytorch1.2.2 and laterEN JP
bert_maskedlmhuggingface/transformersPytorch1.2.5 and later
bert_nerhuggingface/transformersPytorch1.2.5 and later
bert_question_answeringhuggingface/transformersPytorch1.2.5 and later
bert_sentiment_analysishuggingface/transformersPytorch1.2.5 and later
bert_zero_shot_classificationhuggingface/transformersPytorch1.2.5 and later
bert_tweets_sentimenthuggingface/transformersPytorch1.2.5 and later
gpt2GPT-2Pytorch1.2.7 and later
rinna_gpt2japanese-pretrained-modelsPytorch1.2.7 and later
fugumt-en-jaFugu-Machine TranslatorPytorch1.2.9 and laterJP
fugumt-ja-enFugu-Machine TranslatorPytorch1.2.10 abd later
bert_sum_extBERTSUMEXTPytorch1.2.7 and later
sentence_transformers_japanesesentence transformersPytorch1.2.7 and laterJP
presummPreSummPytorch1.2.8 and later
t5_base_japanese_title_generationt5-japanesePytorch1.2.13 and laterJP
bertjscbertjscPytorch1.2.15 and later
multilingual-e5multilingual-e5-basePytorch1.2.15 and laterJP
bert_insert_punctuationbert-japanesePytorch1.2.15 and later
t5_whisper_medicalerror correction of medical terms using t5Pytorch1.2.13 and later
t5_base_summarizationt5-japanesePytorch1.2.13 and later
glucoseGLuCoSE (General Luke-based Contrastive Sentence Embedding)-base-JapanesePytorch1.2.15 and later

Network intrusion detection

ModelReferenceExported FromSupported Ailia VersionBlog
bert-network-packet-flow-header-payloadbert-network-packet-flow-header-payloadPytorch1.2.10 and later
falcon-adapter-network-packetfalcon-adapter-network-packetPytorch1.2.10 and later

Neural Rendering

ModelReferenceExported FromSupported Ailia VersionBlog
nerfNeRF: Neural Radiance FieldsTensorflow1.2.10 and laterEN JP

NSFW detector

ModelReferenceExported FromSupported Ailia VersionBlog
clip-based-nsfw-detectorCLIP-based-NSFW-DetectorKeras1.2.10 and laterJP

Object detection

ModelReferenceExported FromSupported Ailia VersionBlog
yolov1-tinyYOLO: Real-Time Object DetectionDarknet1.1.0 and laterJP
yolov2YOLO: Real-Time Object DetectionPytorch1.2.0 and later
yolov2-tinyYOLO: Real-Time Object DetectionPytorch1.2.6 and later
yolov3YOLO: Real-Time Object DetectionONNX Runtime1.2.1 and laterEN JP
yolov3-tinyYOLO: Real-Time Object DetectionONNX Runtime1.2.1 and later
yolov4Pytorch-YOLOv4Pytorch1.2.4 and laterEN JP
yolov4-tinyPytorch-YOLOv4Pytorch1.2.5 and later
yolov5yolov5Pytorch1.2.5 and laterEN JP
yolov6YOLOV6Pytorch1.2.10 and later
yolov7YOLOv7Pytorch1.2.7 and later
yolov8YOLOv8Pytorch1.2.14.1 and later
yolov8-segYOLOv8Pytorch1.2.14.1 and later
yolov9YOLOv9Pytorch1.2.10 and later
yoloryolorPytorch1.2.5 and later
yoloxYOLOXPytorch1.2.6 and laterEN JP
yolox-ti-liteedgeai-yoloxPytorch1.2.9 and later
yolovYOLOVPytorch1.2.10 and later
mobilenet_ssdMobileNetV1, MobileNetV2, VGG based SSD/SSD-lite implementation in PytorchPytorch1.2.1 and laterEN JP
maskrcnnMask R-CNN: real-time neural network for object instance segmentationPytorch1.2.3 and later
m2detM2Det: A Single-Shot Object Detector based on Multi-Level Feature Pyramid NetworkPytorch1.2.3 and laterEN JP
centernetCenterNet : Objects as PointsPytorch1.2.1 and laterEN JP
pedestrian_detectionPedestrian-Detection-on-YOLOv3_Research-and-APPKeras1.2.1 and later
efficientdetEfficientDet: Scalable and Efficient Object Detection, in PyTorchPytorch1.2.6 and later
nanodetNanoDetPytorch1.2.6 and later
mobile_object_localizermobile_object_localizer_v1TensorFlow Hub1.2.6 and laterEN JP
sku110k-densedetSKU110K-DenseDetPytorch1.2.9 and laterEN JP
traffic-sign-detectionTraffic Sign DetectionTensorflow1.2.10 and laterEN JP
deticDetecting Twenty-thousand Classes using Image-level SupervisionPytorch1.2.10 and laterEN JP
picodetPP-PicoDetPytorch1.2.10 and later
yolactYou Only Look At CoefficienTsPytorch1.2.6 and later
fastest-detFastestDetPytorch1.2.5 and later
dab-detrDAB-DETRPytorch1.2.12 and later
poly_yoloPoly YOLOKeras1.2.6 and later
glipGLIPPytorch1.2.13 and later
crowd_detDetection in Crowded ScenesPytorch1.2.13 and later
footandballFootAndBall: Integrated player and ball detectorPytorch1.2.0 and later
qrcode_wechatqrcodeqrcode_wechatqrcodeCaffe1.2.15 and later
layout_parsingunstructured-inferencePytorch1.2.9 and later
damo_yoloDAMO-YOLOPytorch1.2.9 and later

Object detection 3d

ModelReferenceExported FromSupported Ailia VersionBlog
3d_bbox3D Bounding Box Estimation Using Deep Learning and GeometryPytorch1.2.6 and later
3d-object-detection.pytorch3d-object-detection.pytorchPytorch1.2.8 and laterEN JP
mediapipe_objectronMediaPipe ObjectronTensorFlow Lite1.2.5 and later
egonetEgoNetPytorch1.2.9 and later
d4lcnD4LCNPytorch1.2.9 and later
did_m3dDID M3DPytorch1.2.11 and later

Object tracking

ModelReferenceExported FromSupported Ailia VersionBlog
deepsortDeep Sort with PyTorchPytorch1.2.3 and laterEN JP
person_reid_baseline_pytorchUTS-Person-reID-PracticalPytorch1.2.6 and later
abd_netAttentive but Diverse Person Re-IdentificationPytorch1.2.7 and later
siam-motSiamMOTPytorch1.2.9 and later
bytetrackByteTrackPytorch1.2.5 and laterEN JP 
qd-3dtMonocular Quasi-Dense 3D Object TrackingPytorch1.2.11 and later 
strong_sortStrongSORTPytorch1.2.15 and later 
centroids-reidOn the Unreasonable Effectiveness of Centroids in Image RetrievalPytorch1.2.9 and later 
deepsort_vehicleMulti-Camera Live Object TrackingPytorch1.2.9 and later

Optical Flow Estimation

ModelReferenceExported FromSupported Ailia VersionBlog
raftRAFT: Recurrent All Pairs Field Transforms for Optical FlowPytorch1.2.6 and laterEN JP 

Point segmentation

ModelReferenceExported FromSupported Ailia VersionBlog
pointnet_pytorchPointNet.pytorchPytorch1.2.6 and later

Pose estimation

Pose estimation 3d

Road detection

ModelReferenceExported FromSupported Ailia VersionBlog
codes-for-lane-detectionCodes-for-Lane-DetectionPytorch1.2.6 and laterEN JP
roneldRONELD-Lane-DetectionPytorch1.2.6 and later
road-segmentation-adasroad-segmentation-adas-0001OpenVINO1.2.5 and later
cdnetCDNetPytorch1.2.5 and later
lstrLSTRPytorch1.2.8 and later
ultra-fast-lane-detectionUltra-Fast-Lane-DetectionPytorch1.2.6 and later
yolopYOLOPPytorch1.2.6 and later
hybridnetsHybridNetsPytorch1.2.6 and later
polylanenetPolyLaneNetPytorch1.2.9 and later

Rotation prediction

ModelReferenceExported FromSupported Ailia VersionBlog
rotnetCNNs for predicting the rotation angle of an image to correct its orientationKeras1.2.1 and later

Style transfer

Super resolution

Text detection

ModelReferenceExported FromSupported Ailia VersionBlog
craft_pytorchCRAFT: Character-Region Awareness For Text detectionPytorch1.2.2 and later
pixel_linkPixel-LinkTensorFlow1.2.6 and later
eastEAST: An Efficient and Accurate Scene Text DetectorTensorFlow1.2.6 and later

Text recognition

ModelReferenceExported FromSupported Ailia VersionBlog
etlJapanese Character ClassificationKeras1.1.0 and laterJP
deep-text-recognition-benchmarkdeep-text-recognition-benchmarkPytorch1.2.6 and later
crnn.pytorchConvolutional Recurrent Neural NetworkPytorch1.2.6 and later
paddleocrPaddleOCR : Awesome multilingual OCR toolkits based on PaddlePaddlePytorch1.2.6 and laterEN JP
easyocrReady-to-use OCR with 80+ supported languagesPytorch1.2.6 and later
ndlocr_text_recognitionNDL OCRPytorch1.2.5 and later

Time-Series Forecasting

ModelReferenceExported FromSupported Ailia VersionBlog
informer2020Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting (AAAI'21 Best Paper)Pytorch1.2.10 and later

Vehicle recognition

Commercial model

ModelReferenceExported FromSupported Ailia VersionBlog
acculus-poseAcculus, Inc.Caffe1.2.3 and later

Other languages

unity version

c++ version