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ONNX Node Catalog

Generated category

ONNX Node Catalog

Generated from 28 catalog nodes in AI/ML/ONNX.

AI/ML/ONNX/AudioAI/ML/ONNX/BatchAI/ML/ONNX/FaceAI/ML/ONNX/NLPAI/ML/ONNX/OCRAI/ML/ONNX/Vision

Nodes in this category

Showing 28 of 28 generated node docs.

Extract Keypoint

AI/ML/ONNX

Extract a specific keypoint from a pose by index or name

2 in5 outSecurity 10/10

Feature Extraction

AI/ML/ONNX

Extract feature vectors from images using ONNX models

4 in3 outSecurity 10/10

Feature Similarity

AI/ML/ONNX

Compare two feature vectors using cosine similarity or L2 distance

2 in2 outSecurity 10/10

Image Classification

AI/ML/ONNX

Image Classification with ONNX-Models. Download models from: MobileNetV2 (https://github.com/onnx/models/tree/main/validated/vision/classification/mobilenet), SqueezeNet (https://github.com/onnx/models/tree/main/validated/vision/classification/squeezenet), ResNet (https://github.com/onnx/models/tree/main/validated/vision/classification/resnet), EfficientNet (https://github.com/onnx/models/tree/main/validated/vision/classification/efficientnet-lite4)

7 in2 outSecurity 10/10

Load ONNX

AI/ML/ONNX

Load ONNX Model from Path

2 in4 outSecurity 10/10

Model Info

AI/ML/ONNX

Get ONNX model metadata (inputs, outputs, shapes)

2 in4 outSecurity 10/10

Object Detection

AI/ML/ONNX

Object Detection in Images with ONNX-Models. Download models from: TinyYOLOv2 (https://github.com/onnx/models/tree/main/validated/vision/object_detection_segmentation/tiny-yolov2), YOLO (https://github.com/onnx/models/tree/main/validated/vision/object_detection_segmentation), SSD-MobileNet (https://github.com/onnx/models/tree/main/validated/vision/object_detection_segmentation/ssd-mobilenetv1)

6 in2 outSecurity 10/10

Pose Estimation

AI/ML/ONNX

Detect human poses and keypoints using ONNX models. Download models from: YOLOv8-Pose (https://docs.ultralytics.com/models/yolov8/), MoveNet (https://tfhub.dev/google/movenet/), HRNet (https://github.com/OAID/TengineKit)

5 in2 outSecurity 10/10

Semantic Segmentation

AI/ML/ONNX

Segment images into semantic classes using ONNX models. Download models from: DeepLabV3 (https://github.com/onnx/models/tree/main/validated/vision/object_detection_segmentation/duc), FCN (https://github.com/onnx/models/tree/main/validated/vision/object_detection_segmentation/fcn)

4 in2 outSecurity 10/10

Session Info

AI/ML/ONNX

Get information about a loaded ONNX session

1 in4 outSecurity 10/10

Unload ONNX

AI/ML/ONNX

Release ONNX model from cache to free memory

2 in2 outSecurity 10/10

Audio to Mel Spectrogram

AI/ML/ONNX/Audio

Convert audio to mel spectrogram for speech models

5 in3 outSecurity 10/10

Load Audio

AI/ML/ONNX/Audio

Load audio file for processing

2 in4 outSecurity 10/10

Resample Audio

AI/ML/ONNX/Audio

Resample audio to target sample rate

4 in2 outSecurity 10/10

Trim Audio

AI/ML/ONNX/Audio

Trim audio to speech segments from VAD

4 in2 outSecurity 10/10

Voice Activity Detection

AI/ML/ONNX/Audio

Detect speech segments in audio. Download Silero VAD model from: https://github.com/snakers4/silero-vad/raw/master/src/silero_vad/data/silero_vad.onnx

6 in3 outSecurity 10/10

Batch Image Inference

AI/ML/ONNX/Batch

Run ONNX inference on multiple images in batches

6 in3 outSecurity 10/10

Compare Faces

AI/ML/ONNX/Face

Compare two face embeddings for similarity

4 in4 outSecurity 10/10

Crop Faces

AI/ML/ONNX/Face

Crop detected faces from image

4 in2 outSecurity 10/10

Face Detection

AI/ML/ONNX/Face

Detect faces in images. Download models from: UltraFace (https://github.com/onnx/models/tree/main/validated/vision/body_analysis/ultraface), RetinaFace (https://huggingface.co/arnabdhar/retinaface-onnx), SCRFD (https://huggingface.co/onnx-community/scrfd_10g_bnkps)

6 in3 outSecurity 10/10

Face Embedding

AI/ML/ONNX/Face

Extract face embedding for recognition. Download models from: ArcFace (https://huggingface.co/onnx-community/arcface_torch/tree/main), FaceNet (https://huggingface.co/rocca/facenet-onnx)

4 in2 outSecurity 10/10

Named Entity Recognition

AI/ML/ONNX/NLP

Extract named entities (persons, organizations, locations, dates, etc.) from text using ONNX models. Supports BERT, RoBERTa, and other transformer-based NER models with automatic tokenization. Download models from: BERT-base-NER (https://huggingface.co/dslim/bert-base-NER), Multilingual NER (https://huggingface.co/Davlan/bert-base-multilingual-cased-ner-hrl), spaCy NER (https://huggingface.co/spacy). Download tokenizer.json from the same model repository.

8 in4 outSecurity 10/10

Crop Text Regions

AI/ML/ONNX/OCR

Crop detected text regions from image for recognition

4 in2 outSecurity 10/10

Text Detection

AI/ML/ONNX/OCR

Detect text regions in images. Download models from: CRAFT (https://huggingface.co/quocanh34/craft_text_detection_onnx), DBNet (https://huggingface.co/Xenova/dbnet_resnet50_onnx), EAST (https://www.dropbox.com/s/r2ingd0l3zt8hxs/frozen_east_text_detection.tar.gz)

5 in3 outSecurity 10/10

Text Recognition

AI/ML/ONNX/OCR

Recognize text from cropped text regions. Download models from: CRNN (https://huggingface.co/Xenova/crnn_onnx), TrOCR (https://huggingface.co/microsoft/trocr-base-printed), PaddleOCR (https://huggingface.co/aapot/paddleocr-onnx)

5 in3 outSecurity 10/10

Colorize Depth

AI/ML/ONNX/Vision

Convert depth map to rainbow-colored visualization

2 in2 outSecurity 10/10

Depth Estimation

AI/ML/ONNX/Vision

Estimate depth from a single image using ONNX models. Download models from: MiDaS (https://github.com/isl-org/MiDaS/releases), DPT (https://huggingface.co/Intel/dpt-large/tree/main), Depth Anything (https://huggingface.co/depth-anything/Depth-Anything-V2-Small/tree/main)

5 in3 outSecurity 10/10

Depth to Point Cloud

AI/ML/ONNX/Vision

Convert depth map to 3D point cloud coordinates

4 in3 outSecurity 10/10