Human Pose and Motion

Scientist Approach

Eadweard Muybridge, The Galloping Horse Portfolio, 1887

Etienne-Jules Marey, Descent of Inclined Plane,

Chronophotograph, 1882

E.J. Marey, Geometric Chronophotograph of the man in the black suit, 1883

http://goldberg.berkeley.edu/courses/S06/IEOR-QE-S06/ejm_chronophotograph01.jpg

Man in the black suit with striping and points for chronophotography, 1883

http://goldberg.berkeley.edu/courses/S06/IEOR-QE-S06/MAREY_SUIT_1.GIF

Etienne-Jules Marey and George Demeny “Pathological walk from in front”(1889) (the first light painting photograph)

https://upload.wikimedia.org/wikipedia/commons/b/b5/Etienne-Jules_Marey_et_George_Demeny._Pathological_Walk_from_the_Front.jpg

E.J. Marey, Chronophotographs from "The Human Body in Action," Scientific American, 1914

http://goldberg.berkeley.edu/courses/S06/IEOR-QE-S06/ejm04.jpg

Stroboscope(WIP)

Artist and Choreographer’s approach

Rudolph Von Laban (1879-1958)

the first choreographer to define a movement vocabulary in the body’s relationship to “space,” “shape,” and “effort(the inner impulses)” (Hutchinson, 7).

Human-Pose-and-Motion History

Related tags

Overview

Human Pose and Motion

Scientist Approach

Eadweard Muybridge, The Galloping Horse Portfolio, 1887

Etienne-Jules Marey, Descent of Inclined Plane,

Chronophotograph, 1882

E.J. Marey, Geometric Chronophotograph of the man in the black suit, 1883

Stroboscope(WIP)

Artist and Choreographer’s approach

Rudolph Von Laban (1879-1958)

Rudolph Von Laban “Kinesphere”

Oscar Schlemmer “man with slanting bars” (1930)

Drawing

Giacomo Balla

Marcel Duchamp, Nude Descending a Staircase, No. 2, 1912

Alberto Giacometti, Femme Qui Marche, 1955

Film

more artists , photographer (1930~

Man Ray“Space Writing”(1935)

Engineer / Digital Media Artist’s approach

Machine Learning

Human Motion generation, synthesis

Motion Capture / Pose Estimation Technic

PoseNet

RADiCAL

MonoPerfCap: Human Performance Capture from Monocular Video

Military

Owner

Daito Manabe

Code for ICML 2021 paper: How could Neural Networks understand Programs?

Open Source Light Field Toolbox for Super-Resolution

Awesome Weak-Shot Learning

MMGeneration is a powerful toolkit for generative models, based on PyTorch and MMCV.

paper: Hyperspectral Remote Sensing Image Classification Using Deep Convolutional Capsule Network

LSTM Neural Networks for Spectroscopic Studies of Type Ia Supernovae

Canonical Appearance Transformations

Implementation of a memory efficient multi-head attention as proposed in the paper, "Self-attention Does Not Need O(n²) Memory"

Deep Reinforced Attention Regression for Partial Sketch Based Image Retrieval.

Official PyTorch Implementation of HELP: Hardware-adaptive Efficient Latency Prediction for NAS via Meta-Learning (NeurIPS 2021 Spotlight)

Polynomial-time Meta-Interpretive Learning

A tensorflow=1.13 implementation of Deconvolutional Networks on Graph Data (NeurIPS 2021)

Official PyTorch implementation of the paper "Recycling Discriminator: Towards Opinion-Unaware Image Quality Assessment Using Wasserstein GAN", accepted to ACM MM 2021 BNI Track.

Minimal implementation and experiments of "No-Transaction Band Network: A Neural Network Architecture for Efficient Deep Hedging".

Repository for reproducing `Model-Based Robust Deep Learning`

SpiroMask: Measuring Lung Function Using Consumer-Grade Masks

Implementing DropPath/StochasticDepth in PyTorch

A simple implementation of Kalman filter in single object tracking

A PyTorch based deep learning library for drug pair scoring.

A denoising diffusion probabilistic model (DDPM) tailored for conditional generation of protein distograms