AlphaPose VS UniPose

Compare AlphaPose vs UniPose and see what are their differences.

AlphaPose

Real-Time and Accurate Full-Body Multi-Person Pose Estimation&Tracking System (by MVIG-SJTU)
pose-estimation posetracking Tracking GPU Pytorch Realtime human-pose-estimation human-tracking human-pose-tracking alpha-pose alphapose person-pose-estimation accurate Crowdpose full-body whole-body Skeleton keypoints human-computer-interaction human-joints
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UniPose

We propose UniPose, a unified framework for human pose estimation, based on our “Waterfall” Atrous Spatial Pooling architecture, that achieves state-of-art-results on several pose estimation metrics. Current pose estimation methods utilizing standard CNN architectures heavily rely on statistical postprocessing or predefined anchor poses for joint localization. UniPose incorporates contextual seg- mentation and joint localization to estimate the human pose in a single stage, with high accuracy, without relying on statistical postprocessing methods. The Waterfall module in UniPose leverages the efficiency of progressive filter- ing in the cascade architecture, while maintaining multi- scale fields-of-view comparable to spatial pyramid config- urations. Additionally, our method is extended to UniPose- LSTM for multi-frame processing and achieves state-of-the- art results for temporal pose estimation in Video. Our re- sults on multiple datase (by bmartacho)
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AlphaPose UniPose
4 1
7,701 203
1.3% -
0.0 0.0
4 months ago almost 2 years ago
Python Python
GNU General Public License v3.0 or later GNU General Public License v3.0 or later
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AlphaPose

Posts with mentions or reviews of AlphaPose. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-09-29.

UniPose

Posts with mentions or reviews of UniPose. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-09-29.

What are some alternatives?

When comparing AlphaPose and UniPose you can also consider the following projects:

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

mediapipe - Cross-platform, customizable ML solutions for live and streaming media.

lightweight-human-pose-estimation.pytorch - Fast and accurate human pose estimation in PyTorch. Contains implementation of "Real-time 2D Multi-Person Pose Estimation on CPU: Lightweight OpenPose" paper.

mmpose - OpenMMLab Pose Estimation Toolbox and Benchmark.

BlazePose-tensorflow - A third-party Tensorflow Implementation for paper "BlazePose: On-device Real-time Body Pose tracking".

deep-high-resolution-net.pytorch - The project is an official implementation of our CVPR2019 paper "Deep High-Resolution Representation Learning for Human Pose Estimation"

openpifpaf - Official implementation of "OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association" in PyTorch.

VIBE - Official implementation of CVPR2020 paper "VIBE: Video Inference for Human Body Pose and Shape Estimation"

AlphaPose vs openpose UniPose vs openpose AlphaPose vs mediapipe UniPose vs lightweight-human-pose-estimation.pytorch AlphaPose vs mmpose UniPose vs mediapipe AlphaPose vs BlazePose-tensorflow UniPose vs BlazePose-tensorflow AlphaPose vs lightweight-human-pose-estimation.pytorch UniPose vs deep-high-resolution-net.pytorch AlphaPose vs openpifpaf AlphaPose vs VIBE