Katsuya Hyodo (@PINTO0309)
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PINTO0309

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1

PINTO_model_zoo

A repository for storing models that have been inter-converted between various frameworks. Supported frameworks are TensorFlow, PyTorch, ONNX, OpenVINO, TFJS, TFTRT, TensorFlowLite (Float32/16/INT8), EdgeTPU, CoreML.
Python
3,235
star
2

OpenVINO-YoloV3

YoloV3/tiny-YoloV3+RaspberryPi3/Ubuntu LaptopPC+NCS/NCS2+USB Camera+Python+OpenVINO
Python
535
star
3

onnx2tf

Self-Created Tools to convert ONNX files (NCHW) to TensorFlow/TFLite/Keras format (NHWC). The purpose of this tool is to solve the massive Transpose extrapolation problem in onnx-tensorflow (onnx-tf). I don't need a Star, but give me a pull request.
Python
517
star
4

Tensorflow-bin

Prebuilt binary with Tensorflow Lite enabled. For RaspberryPi / Jetson Nano. Support for custom operations in MediaPipe. XNNPACK, XNNPACK Multi-Threads, FlexDelegate.
Shell
478
star
5

MobileNet-SSD-RealSense

[High Performance / MAX 30 FPS] RaspberryPi3(RaspberryPi/Raspbian Stretch) or Ubuntu + Multi Neural Compute Stick(NCS/NCS2) + RealSense D435(or USB Camera or PiCamera) + MobileNet-SSD(MobileNetSSD) + Background Multi-transparent(Simple multi-class segmentation) + FaceDetection + MultiGraph + MultiProcessing + MultiClustering
Python
355
star
6

openvino2tensorflow

This script converts the ONNX/OpenVINO IR model to Tensorflow's saved_model, tflite, h5, tfjs, tftrt(TensorRT), CoreML, EdgeTPU, ONNX and pb. PyTorch (NCHW) -> ONNX (NCHW) -> OpenVINO (NCHW) -> openvino2tensorflow -> Tensorflow/Keras (NHWC/NCHW) -> TFLite (NHWC/NCHW). And the conversion from .pb to saved_model and from saved_model to .pb and from .pb to .tflite and saved_model to .tflite and saved_model to onnx. Support for building environments with Docker. It is possible to directly access the host PC GUI and the camera to verify the operation. NVIDIA GPU (dGPU) support. Intel iHD GPU (iGPU) support.
Python
318
star
7

simple-onnx-processing-tools

A set of simple tools for splitting, merging, OP deletion, size compression, rewriting attributes and constants, OP generation, change opset, change to the specified input order, addition of OP, RGB to BGR conversion, change batch size, batch rename of OP, and JSON convertion for ONNX models.
Python
240
star
8

tflite2tensorflow

Generate saved_model, tfjs, tf-trt, EdgeTPU, CoreML, quantized tflite, ONNX, OpenVINO, Myriad Inference Engine blob and .pb from .tflite. Support for building environments with Docker. It is possible to directly access the host PC GUI and the camera to verify the operation. NVIDIA GPU (dGPU) support. Intel iHD GPU (iGPU) support. Supports inverse quantization of INT8 quantization model.
Python
239
star
9

TensorflowLite-bin

Prebuilt binary for TensorFlowLite's standalone installer. For RaspberryPi. A very lightweight installer. I provide a FlexDelegate, MediaPipe Custom OP and XNNPACK enabled binary.
Shell
181
star
10

Keras-OneClassAnomalyDetection

[5 FPS - 150 FPS] Learning Deep Features for One-Class Classification (AnomalyDetection). Corresponds RaspberryPi3. Convert to Tensorflow, ONNX, Caffe, PyTorch. Implementation by Python + OpenVINO/Tensorflow Lite.
Jupyter Notebook
120
star
11

mediapipe-bin

MediaPipe Python Wheel installer for RaspberryPi OS aarch64, Ubuntu aarch64, Debian aarch64 and Jetson Nano.
Shell
113
star
12

MobileNetV2-PoseEstimation

Tensorflow based Fast Pose estimation. OpenVINO, Tensorflow Lite, NCS, NCS2 + Python.
Python
105
star
13

MobileNet-SSD

MobileNet-SSD(MobileNetSSD) + Neural Compute Stick(NCS) Faster than YoloV2 + Explosion speed by RaspberryPi · Multiple moving object detection with high accuracy.
Python
92
star
14

TPU-MobilenetSSD

Edge TPU Accelerator / Multi-TPU + MobileNet-SSD v2 + Python + Async + LattePandaAlpha/RaspberryPi3/LaptopPC
Python
81
star
15

TensorflowLite-UNet

Implementation of UNet by Tensorflow Lite. Semantic segmentation without using GPU with RaspberryPi + Python. In order to maximize the learning efficiency of the model, this learns only the "Person" class of VOC2012. And Comparison with ENet.
Python
78
star
16

wsl2_linux_kernel_usbcam_enable_conf

Configuration file to build the kernel to access the USB camera connected to the host PC using USBIP from inside the WSL2 Ubuntu 20.04/22.04.
Python
74
star
17

HeadPoseEstimation-WHENet-yolov4-onnx-openvino

WHENet - ONNX, OpenVINO, TFLite, TensorRT, EdgeTPU, CoreML, TFJS, YOLOv4/YOLOv4-tiny-3L
Python
66
star
18

DMHead

Dual model head pose estimation. Fusion of SOTA models. 360° 6D HeadPose detection. All pre-processing and post-processing are fused together, allowing end-to-end processing in a single inference.
Python
62
star
19

OpenVINO-EmotionRecognition

OpenVINO+NCS2/NCS+MutiModel(FaceDetection, EmotionRecognition)+MultiStick+MultiProcess+MultiThread+USB Camera/PiCamera. RaspberryPi 3 compatible. Async.
Python
56
star
20

whisper-onnx-cpu

ONNX implementation of Whisper. PyTorch free.
Python
54
star
21

MobileNet-SSDLite-RealSense-TF

RaspberryPi3(Raspbian Stretch) + MobileNetv2-SSDLite(Tensorflow/MobileNetv2SSDLite) + RealSense D435 + Tensorflow1.11.0 + without Neural Compute Stick(NCS)
Python
51
star
22

scs4onnx

A very simple tool that compresses the overall size of the ONNX model by aggregating duplicate constant values as much as possible.
Python
50
star
23

whisper-onnx-tensorrt

ONNX and TensorRT implementation of Whisper
Python
44
star
24

OpenVINO-DeeplabV3

[4-5 FPS / Core m3 CPU only] [11 FPS / Core i7 CPU only] OpenVINO+DeeplabV3+LattePandaAlpha/LaptopPC. CPU / GPU / NCS. RealTime semantic-segmentaion. Python3.5+Tensorflow v1.11.0+OpenCV3.4.3+PIL
Python
43
star
25

TPU-Posenet

Edge TPU Accelerator / Multi-TPU / Multi-Model + Posenet/DeeplabV3/MobileNet-SSD + Python + Sync / Async + LaptopPC / RaspberryPi
Python
39
star
26

faster-whisper-env

An environment where you can try out faster-whisper immediately.
Python
36
star
27

hand-gesture-recognition-using-onnx

This is a hand gesture recognition program that replaces the entire MediaPipe process with ONNX. Simultaneous detection of multiple palms and a simple tracker are additionally implemented. In addition, a simple MLP can learn and recognize gestures.
Jupyter Notebook
33
star
28

facemesh_onnx_tensorrt

Verify that the post-processing merged into FaceMesh works correctly. The object detection model can be anything other than BlazeFace. YOLOv4 and FaceMesh committed to this repository have modified post-processing.
Python
30
star
29

yolact_edge_onnx_tensorrt_myriad

Provides a conversion flow for YOLACT_Edge to models compatible with ONNX, TensorRT, OpenVINO and Myriad (OAK). My own implementation of post-processing allows for e2e inference. Support for Multi-Class NonMaximumSuppression, CombinedNonMaxSuppression.
Python
27
star
30

simple_fisheye_calibrator

Simple GUI-based correction of fisheye images. The correction parameters specified on the screen can be diverted to opencv's fisheye correction parameters. Supports execution via Docker.
Python
26
star
31

onnx2json

Exports the ONNX file to a JSON file and JSON dict.
Python
26
star
32

crowdhuman_hollywoodhead_yolo_convert

YOLOv7 training. Generates a head-only dataset in YOLO format. The labels included in the CrowdHuman dataset are Head and FullBody, but ignore FullBody.
Python
26
star
33

mtomo

Multiple types of NN model optimization environments. It is possible to directly access the host PC GUI and the camera to verify the operation. Intel iHD GPU (iGPU) support. NVIDIA GPU (dGPU) support.
Dockerfile
24
star
34

MobileNetv2-SSDLite

My proprietary procedure. Caffe implementation of SSD and SSDLite detection on MobileNetv2, converted from tensorflow.
Python
24
star
35

Bazel_bin

Bazel's pre-built binaries for armv7l / aarch64 / x86_64.
Shell
22
star
36

tflite2json2tflite

Convert tflite to JSON and make it editable in the IDE. It also converts the edited JSON back to tflite binary.
Dockerfile
22
star
37

pytorch4raspberrypi

Cross-compilation of PyTorch armv7l (32bit) for RaspberryPi OS
Dockerfile
20
star
38

scc4onnx

Very simple NCHW and NHWC conversion tool for ONNX. Change to the specified input order for each and every input OP. Also, change the channel order of RGB and BGR. Simple Channel Converter for ONNX.
Python
19
star
39

zumo32u4

Zumo32u4(ATmega32u4) + RaspberryPi3(RaspberryPi) + SLAM(CartoGrapher/Gmapping) + RPLiDAR A1M8
Python
19
star
40

20220228_intel_deeplearning_day_hitnet_demo

Special Presentation Demo at Intel IoT Planet 2021 DeepLearning Day / インテル IoT プラネット 2021 DeepLearning Dayの特別講演の発表資料 https://www.intel.co.jp/content/www/jp/ja/now/iot-planet/deep-learning-day.html
Python
19
star
41

TensorflowLite-flexdelegate

This is a repository for checking the operation of Flex Delegate of Tensorflow.
C++
19
star
42

onnxruntime4raspberrypi

onnxruntime for RaspberryPi armv7l
17
star
43

sit4onnx

Tools for simple inference testing using TensorRT, CUDA and OpenVINO CPU/GPU and CPU providers. Simple Inference Test for ONNX.
Python
17
star
44

json2onnx

Converts a JSON file to an ONNX file.
Python
16
star
45

Open3D-build

Provide Docker build sequences of Open3D for various environments.
Dockerfile
14
star
46

gesture-drone

Drone + OpenVINO + ObjectDetection + FaceRecognition + MobileNetV2 PoseEstiation
Python
14
star
47

OpenVINO-ADAS

[1 FPS / CPU only] OpenVINO+ADAS+LattePandaAlpha. CPU / GPU / NCS. RealTime semantic-segmentaion. Python3.5+OpenCV3.4.3+PIL
Python
14
star
48

sne4onnx

A very simple tool for situations where optimization with onnx-simplifier would exceed the Protocol Buffers upper file size limit of 2GB, or simply to separate onnx files to any size you want.
Python
14
star
49

sio4onnx

Simple tool to change the INPUT and OUTPUT shape of ONNX.
Python
13
star
50

OpenVINO-bin

OpenVINO installer storage location (Full version)
Shell
13
star
51

snc4onnx

Simple tool to combine(merge) onnx models. Simple Network Combine Tool for ONNX.
Python
13
star
52

spo4onnx

Simple tool for partial optimization of ONNX. Further optimize some models that cannot be optimized with onnx-optimizer and onnxsim by several tens of percent. In particular, models containing Einsum and OneHot.
Python
13
star
53

jetson-tensorflow-pytorch-build

Provides an environment for compiling TensorFlow or PyTorch with CUDA for aarch64 on an x86 machine. This is for Jetson. If you build using an EC2 m6g.16xlarge (aarch64) instance, TensorFlow can be fully built in about 30 minutes. It can be used as a cross-compilation environment not only for TensorFlow and PyTorch, but also for various other packages and libraries.
Dockerfile
13
star
54

hand_landmark

HandLandmark Detection that can be performed only in onnxruntime. Pre-focusing by skeletal detection is not performed.
Python
12
star
55

PyTorch-build

Provide Docker build sequences of PyTorch for various environments.
Dockerfile
11
star
56

sam4onnx

A very simple tool to rewrite parameters such as attributes and constants for OPs in ONNX models. Simple Attribute and Constant Modifier for ONNX.
Python
11
star
57

BoT-SORT-ONNX-TensorRT

BoT-SORT + YOLOX implemented using only onnxruntime, Numpy and scipy, without cython_bbox and PyTorch. Fast human tracker. OSNet is not used.
Python
11
star
58

Face_Mask_Augmentation

Masked Face Image Augmentation Tool for Dataset 300W-LP with 6D Head Pose Information.
Python
10
star
59

DirectMHP_YOLOv7

I just replaced the DirectMHP backend from YOLOv5 to YOLOv7.
Python
10
star
60

components_of_onnx

[WIP] ONNX parts yard. The various operations described in Operator Schemas are converted in advance into OP stand-alone ONNX files.
Python
8
star
61

tflite-input-output-rewriter

This tool displays tflite signatures and rewrites the input/output OP name to the name of the signature. There is no need to install TensorFlow or TFLite.
Python
8
star
62

rtspserver-ffmpeg

Build an ffmpeg RTSP distribution server using an old alpine:3.8 Docker Image.
Python
8
star
63

human-pose-estimation-3d-python-cpp

Monocular 3D pose estimation. OpenVINO. CPU inference or iGPU (OpenCL) inference.
Python
8
star
64

sbi4onnx

A very simple script that only initializes the batch size of ONNX. Simple Batchsize Initialization for ONNX.
Python
7
star
65

sog4onnx

Simple ONNX operation generator. Simple Operation Generator for ONNX.
Python
7
star
66

simple_camera_capture

Very simple recording tool using only OpenCV. Automatically record the camera capture to mp4, press C key or left mouse button click captures the image.
Python
7
star
67

mmaction2-onnx-export-env

ONNX export environment for mmaction2
Dockerfile
7
star
68

soc4onnx

A very simple tool that forces a change in the opset of an ONNX graph. Simple Opset Changer for ONNX.
Python
6
star
69

RaspberryPi-bin

OS image repository for RaspberryPi3.
Shell
6
star
70

snd4onnx

Simple node deletion tool for onnx.
Python
6
star
71

sed4onnx

Simple ONNX constant encoder/decoder. Since the constant values in the JSON files generated by onnx2json are Base64-encoded values, ASCII <-> Base64 conversion is required when rewriting JSON constant values.
Python
6
star
72

TinyYolo

Challenge the marginal performance of YoloV2 + Neural Compute Stick + RaspberryPi　YoloV2+Neural Compute Stick(NCS)+Raspberry Piの限界性能に挑戦
Python
5
star
73

PINTO0309

5
star
74

sor4onnx

Simple OP Renamer for ONNX.
Python
5
star
75

OpenCVonARMv7

Deb package for introducing OpenCV to RaspberryPi3.
5
star
76

realsense-cuda-opengl-docker

RealSense execution environment built on a Docker container on Ubuntu 20.04. NIVIDA GPU and OpenGL capable. CUADA 11.4.
Dockerfile
5
star
77

sna4onnx

Simple node addition tool for onnx. Simple Node Addition for ONNX.
Python
5
star
78

simple-ros2-processing-tools

A set of simple tools for ROS2 of my own making.
Python
5
star
79

soa4onnx

Simple model Output OP Additional tools for ONNX.
Python
4
star
80

300W_LP_AFLW2000_viewer

Python
3
star
81

mmrotate-exec-env

Execution environment of mmrotate
Dockerfile
3
star
82

ssi4onnx

Simple Shape Inference tool for ONNX.
Python
3
star
83

tvm-build

TVM build and run test environment
Dockerfile
3
star
84

edgetpu-bin

Prebuilt binary for EdgeTPU PythonAPI standalone installer.
3
star
85

ssc4onnx

Checker with simple ONNX model structure. Simple Structure Checker for ONNX.
Python
3
star
86

NITEC-ONNX-TensorRT

ONNX implementation of "NITEC: Versatile Hand-Annotated Eye Contact Dataset for Ego-Vision Interaction" https://github.com/thohemp/nitec
Python
3
star
87

Human-Face-Crop-ONNX-TensorRT

Simply crop the face from the image at high speed and save.
Python
3
star
88

TBBonARMv7

RaspberryPi3へのTBB(Intel Threading Building Blocks)導入用debパッケージ保管庫
2
star
89

sod4onnx

Simple model Output OP Deletion tools for ONNX.
Python
2
star
90

sic4onnx

A very simple tool that forces a change in the IR Version of an ONNX graph. Simple IR version Changer for ONNX.
Python
2
star
91

rtspserver-v4l2

RTSP distribution server for USB camera video using v4l2 with Docker container on Ubuntu 20.04.
Python
2
star
92

YoloTrainDataGenerate

Procedures and tools for semi-mechanically automatically generating YoloV2 original learning data from video.
Python
2
star
93

ZED2-Docker

ZED2 SDK Installed Containers
Dockerfile
2
star
94

sde4onnx

Simple doc_string eraser for ONNX.
Python
1
star
95

DeepLearningMugenKnock

Python
1
star
96

SegNet-TF

Tensorflow implementation of SegNet Tensorflow 1.11.0 + Python (I made minor bugfixes for toimcio/SegNet-tensorflow)
Jupyter Notebook
1
star
97

dataset_preparations

Python
1
star
98

svs4onnx

A very simple tool to swap connections between output and input variables in an ONNX graph. Simple Variable Switch for ONNX.
Python
1
star
99

depthai_general_user_docker

Dockerfile
1
star
100

mmaction2-exec-env

Execution environment of mmaction2
Dockerfile
1
star