ncnn VS MocapNET

Compare ncnn vs MocapNET and see what are their differences.

MocapNET

We present MocapNET, a real-time method that estimates the 3D human pose directly in the popular Bio Vision Hierarchy (BVH) format, given estimations of the 2D body joints originating from monocular color images. Our contributions include: (a) A novel and compact 2D pose NSRM representation. (b) A human body orientation classifier and an ensemble of orientation-tuned neural networks that regress the 3D human pose by also allowing for the decomposition of the body to an upper and lower kinematic hierarchy. This permits the recovery of the human pose even in the case of significant occlusions. (c) An efficient Inverse Kinematics solver that refines the neural-network-based solution providing 3D human pose estimations that are consistent with the limb sizes of a target person (if known). All the above yield a 33% accuracy improvement on the Human 3.6 Million (H3.6M) dataset compared to the baseline method (MocapNET) while maintaining real-time performance (by FORTH-ModelBasedTracker)
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ncnn MocapNET
12 2
19,176 801
1.8% 2.0%
9.4 6.9
4 days ago 2 months ago
C++ C++
GNU General Public License v3.0 or later GNU General Public License v3.0 or later
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ncnn

Posts with mentions or reviews of ncnn. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-02-12.

MocapNET

Posts with mentions or reviews of MocapNET. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-01-23.

What are some alternatives?

When comparing ncnn and MocapNET you can also consider the following projects:

XNNPACK - High-efficiency floating-point neural network inference operators for mobile, server, and Web

openpose - OpenPose: Real-time multi-person keypoint detection library for body, face, hands, and foot estimation

rife-ncnn-vulkan - RIFE, Real-Time Intermediate Flow Estimation for Video Frame Interpolation implemented with ncnn library

tensorflow - An Open Source Machine Learning Framework for Everyone

deepdetect - Deep Learning API and Server in C++14 support for Caffe, PyTorch,TensorRT, Dlib, NCNN, Tensorflow, XGBoost and TSNE

gestures2anything - Use your webcam to identify gestures and trigger any script

netron - Visualizer for neural network, deep learning and machine learning models

PoseEstimationForMobile - :dancer: Real-time single person pose estimation for Android and iOS.

darknet - Convolutional Neural Networks

3DObjectTracking - Algorithms and Publications on 3D Object Tracking

RPi_64-bit_Zero-2-image - Raspberry Pi Zero 2 W 64-bit OS image with OpenCV, TensorFlow Lite and ncnn Framework.

webcamoid - Webcamoid is a full featured and multiplatform webcam suite.