Related Experiment Video
Updated: Sep 13, 2025
10:52
Simulation of Human-induced Vibrations Based on the Characterized In-field Pedestrian Behavior
Published on: April 13, 2016
8.9K
Human Motion Video Generation: A Survey
Summary
This survey provides a comprehensive overview of human motion video generation, covering key phases and modalities. It highlights the emerging role of large language models (LLMs) in advancing this dynamic field.
Area of Science:
- Computer Vision
- Artificial Intelligence
- Machine Learning
Background:
- Human motion video generation is crucial for applications like virtual avatars and digital humans.
- Existing research surveys lack a holistic view of the entire generative process.
- This field encompasses diverse sub-tasks and generation phases.
Purpose of the Study:
- To provide an in-depth survey of human motion video generation.
- To offer a comprehensive overview of the generative process, from input to output.
- To explore the potential of large language models (LLMs) in this domain.
Main Methods:
- Reviewing over 200 research papers on human motion video generation.
- Analyzing the five key phases: input, motion planning, generation, refinement, and output.
- Examining trends across vision, text, and audio modalities.
Main Results:
- Identified over ten sub-tasks within human motion video generation.
- Detailed the complete five-phase generative pipeline.
- Highlighted the novel application of LLMs for enhancing motion generation.
Conclusions:
- Human motion video generation is a rapidly evolving field with significant potential.
- This survey serves as a valuable resource for researchers and developers.
- Future advancements will likely leverage LLMs for more sophisticated digital human applications.
Related Concept Videos
01:24Absolute Motion Analysis- General Plane Motion
273
Visualize a drone, with its propellers spinning rapidly, hovering mid-air. The fascinating movements and operations of this drone can be comprehended by applying the principle of general plane motion.
As the drone's propellers rotate, an upward force is generated that counteracts the force of gravity, enabling the drone to lift off from the ground. This initial movement of the drone is along a straight path, representing a form of translational motion. In this phase, every point on the...
As the drone's propellers rotate, an upward force is generated that counteracts the force of gravity, enabling the drone to lift off from the ground. This initial movement of the drone is along a straight path, representing a form of translational motion. In this phase, every point on the...
273
01:24Relative Motion Analysis - Velocity
436
A stroke engine has a slider-crank mechanism that converts rotational motion from the crank into linear motion of the slider or vice versa. This mechanism consists of three main parts: the crank, the connecting rod, and the slider.
When an external force is exerted, it sets the crank into a rotational movement. This, in turn, instigates the motion of the connecting rod, leading to what is referred to as a general plane motion. This process involves two key points - point A on the connecting rod...
When an external force is exerted, it sets the crank into a rotational movement. This, in turn, instigates the motion of the connecting rod, leading to what is referred to as a general plane motion. This process involves two key points - point A on the connecting rod...
436
01:29Relative Motion Analysis using Rotating Axes-Problem Solving
451
Consider a crane whose telescopic boom rotates with an angular velocity of 0.04 rad/s and angular acceleration of 0.02 rad/s2. Along with the rotation, the boom also extends linearly with a uniform speed of 5 m/s. The extension of the boom is measured at point D, which is measured with respect to the fixed point C on the other end of the boom. For the given instant, the distance between points C and D is 60 meters.
Here, in order to determine the magnitude of velocity and acceleration for point...
Here, in order to determine the magnitude of velocity and acceleration for point...
451
01:25Relative Motion Analysis using Rotating Axes
536
Consider a component AB undergoing a linear motion. Along with a linear motion, point B also rotates around point A. To comprehend this complex movement, position vectors for both points A and B are established using a stationary reference frame.
However, to express the relative position of point B relative to point A, an additional frame of reference, denoted as x'y', is necessary. This additional frame not only translates but also rotates relative to the fixed frame, making it...
However, to express the relative position of point B relative to point A, an additional frame of reference, denoted as x'y', is necessary. This additional frame not only translates but also rotates relative to the fixed frame, making it...
536
01:10Relative Motion Analysis - Acceleration
430
A slider-crank mechanism converts rotational motion from the crank into linear motion of the slider or vice versa. This mechanism consists of three main parts: the crank, the connecting rod, and the slider. The movement of the slider-crank is an example of general plane motion as the fluctuating angle between the crank and the connecting rod. Consider a segment AB where point A is at the end of the slider and point B is on the diametrically opposite end to point A, on a crack. The variance in...
430
01:22Relative Motion Analysis using Rotating Axes - Acceleration
398
Consider a component AB undergoing a linear motion. Along with a linear motion, point B also rotates around point A. To comprehend this complex movement, position vectors for both points A and B are established using a stationary reference frame. The absolute velocity of point B is determined by adding the absolute velocity of point A, the relative velocity of point B in the rotating frame, and the effects caused by the angular velocity within the rotating frame.
Time differentiation is...
Time differentiation is...
398