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刘国友's Projects

unbiased-teacher icon unbiased-teacher

PyTorch code for ICLR 2021 paper Unbiased Teacher for Semi-Supervised Object Detection

unflow icon unflow

UnFlow: Unsupervised Learning of Optical Flow with a Bidirectional Census Loss

unified-ept icon unified-ept

A Unified Efficient Pyramid Transformer for Semantic Segmentation, ICCVW 2021

unified-lth-gnn icon unified-lth-gnn

[Preprint] "A Unified Lottery Tickets Hypothesis for Graph Neural Networks", Tianlong Chen*, Yongduo Sui*, Xuxi Chen, Aston Zhang, Zhangyang Wang

unimoco icon unimoco

UniMoCo: Unsupervised, Semi-Supervised and Full-Supervised Visual Representation Learning

unipose icon 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 datasets demonstrate that UniPose, with a ResNet backbone and Waterfall module, is a robust and efficient architecture for pose estimation obtaining state-of- the-art results in single person pose detection for both sin- gle images and videos.

university1652-baseline icon university1652-baseline

ACM Multimedia2020 University-1652: A Multi-view Multi-source Benchmark for Drone-based Geo-localization :helicopter: annotates 1652 buildings in 72 universities around the world.

unsup-stereo-depthgan icon unsup-stereo-depthgan

Code of "Unsupervised Adversarial Depth Estimation using Cycled Generative Networks" 3DV2018

unsup3d icon unsup3d

(CVPR'20 Oral) Unsupervised Learning of Probably Symmetric Deformable 3D Objects from Images in the Wild

unsup_mvs icon unsup_mvs

Learning Unsupervised Multi-View Stereopsis via Robust Photometric Consistency

up icon up

Official code repository for the paper "Unite the People – Closing the Loop Between 3D and 2D Human Representations".

up-detr icon up-detr

[CVPR2021 Oral] UP-DETR: Unsupervised Pre-training for Object Detection with Transformers

usaid icon usaid

[Preprint] "Segmentation-Aware Image Denoising without Knowing True Segmentation"

usisresnet icon usisresnet

This repository includes code of training/testing of our work published in NTIRE-2020 workshop titled "Unsupervised Single Image Super-Resolution Network (USISResNet) for Real-World Data Using Generative Adversarial Network".

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