Chen Change Loy

Delving into Inter-Image Invariance for Unsupervised Visual Representations

Contrastive learning has recently shown immense potential in unsupervise...
08/26/2020 ∙ by Jiahao Xie, et al. ∙ 0 ∙ share

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Seesaw Loss for Long-Tailed Instance Segmentation

This report presents the approach used in the submission of the LVIS Cha...
08/23/2020 ∙ by Jiaqi Wang, et al. ∙ 4 ∙ share

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MessyTable: Instance Association in Multiple Camera Views

We present an interesting and challenging dataset that features a large ...
07/29/2020 ∙ by Zhongang Cai, et al. ∙ 10 ∙ share

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TSIT: A Simple and Versatile Framework for Image-to-Image Translation

We introduce a simple and versatile framework for image-to-image transla...
07/23/2020 ∙ by Liming Jiang, et al. ∙ 17 ∙ share

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LiteFlowNet3: Resolving Correspondence Ambiguity for More Accurate Optical Flow Estimation

Deep learning approaches have achieved great success in addressing the p...
07/18/2020 ∙ by Tak-Wai Hui, et al. ∙ 9 ∙ share

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RGB-D Salient Object Detection with Cross-Modality Modulation and Selection

We present an effective method to progressively integrate and refine the...
07/14/2020 ∙ by Chongyi Li, et al. ∙ 7 ∙ share

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Cross-Scale Internal Graph Neural Network for Image Super-Resolution

Non-local self-similarity in natural images has been well studied as an ...
06/30/2020 ∙ by Shangchen Zhou, et al. ∙ 5 ∙ share

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Online Deep Clustering for Unsupervised Representation Learning

Joint clustering and feature learning methods have shown remarkable perf...
06/18/2020 ∙ by Xiaohang Zhan, et al. ∙ 54 ∙ share

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Knowledge Distillation Meets Self-Supervision

Knowledge distillation, which involves extracting the "dark knowledge" f...
06/12/2020 ∙ by Guodong Xu, et al. ∙ 14 ∙ share

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Inter-Region Affinity Distillation for Road Marking Segmentation

We study the problem of distilling knowledge from a large deep teacher n...
04/11/2020 ∙ by Yuenan Hou, et al. ∙ 7 ∙ share

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Feature Pyramid Grids

Feature pyramid networks have been widely adopted in the object detectio...
04/07/2020 ∙ by Kai Chen, et al. ∙ 5 ∙ share

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Self-Supervised Scene De-occlusion

Natural scene understanding is a challenging task, particularly when enc...
04/06/2020 ∙ by Xiaohang Zhan, et al. ∙ 37 ∙ share

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Learning to Cluster Faces via Confidence and Connectivity Estimation

Face clustering is an essential tool for exploiting the unlabeled face d...
04/01/2020 ∙ by Lei Yang, et al. ∙ 25 ∙ share

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TransMoMo: Invariance-Driven Unsupervised Video Motion Retargeting

We present a lightweight video motion retargeting approach TransMoMo tha...
03/31/2020 ∙ by Zhuoqian Yang, et al. ∙ 19 ∙ share

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Exploiting Deep Generative Prior for Versatile Image Restoration and Manipulation

Learning a good image prior is a long-term goal for image restoration an...
03/30/2020 ∙ by Xingang Pan, et al. ∙ 0 ∙ share

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1st Place Solutions for OpenImage2019 – Object Detection and Instance Segmentation

This article introduces the solutions of the two champion teams, `MMfrui...
03/17/2020 ∙ by Yu Liu, et al. ∙ 7 ∙ share

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Residual Knowledge Distillation

Knowledge distillation (KD) is one of the most potent ways for model com...
02/21/2020 ∙ by Mengya Gao, et al. ∙ 34 ∙ share

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Real or Not Real, that is the Question

While generative adversarial networks (GAN) have been widely adopted in ...
02/12/2020 ∙ by Yuanbo Xiangli, et al. ∙ 15 ∙ share

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Zero-Reference Deep Curve Estimation for Low-Light Image Enhancement

The paper presents a novel method, Zero-Reference Deep Curve Estimation ...
01/19/2020 ∙ by Chunle Guo, et al. ∙ 14 ∙ share

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Everybody's Talkin': Let Me Talk as You Want

We present a method to edit a target portrait footage by taking a sequen...
01/15/2020 ∙ by Linsen Song, et al. ∙ 28 ∙ share

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DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery Detection

In this paper, we present our on-going effort of constructing a large-sc...
01/09/2020 ∙ by Liming Jiang, et al. ∙ 22 ∙ share

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EcoNAS: Finding Proxies for Economical Neural Architecture Search

Neural Architecture Search (NAS) achieves significant progress in many c...
01/05/2020 ∙ by Dongzhan Zhou, et al. ∙ 12 ∙ share

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Side-Aware Boundary Localization for More Precise Object Detection

Current object detection frameworks mainly rely on bounding box regressi...
12/09/2019 ∙ by Jiaqi Wang, et al. ∙ 20 ∙ share

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Learning to Synthesize Fashion Textures

Existing unconditional generative models mainly focus on modeling genera...
11/18/2019 ∙ by Wu Shi, et al. ∙ 12 ∙ share

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Robust Multi-Modality Multi-Object Tracking

Multi-sensor perception is crucial to ensure the reliability and accurac...
09/09/2019 ∙ by Wenwei Zhang, et al. ∙ 4 ∙ share

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Delving Deep Into Hybrid Annotations for 3D Human Recovery in the Wild

Though much progress has been achieved in single-image 3D human recovery...
08/18/2019 ∙ by Yu Rong, et al. ∙ 0 ∙ share

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One-shot Face Reenactment

To enable realistic shape (e.g. pose and expression) transfer, existing ...
08/05/2019 ∙ by Yunxuan Zhang, et al. ∙ 6 ∙ share

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Learning Lightweight Lane Detection CNNs by Self Attention Distillation

Training deep models for lane detection is challenging due to the very s...
08/02/2019 ∙ by Yuenan Hou, et al. ∙ 4 ∙ share

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MMDetection: Open MMLab Detection Toolbox and Benchmark

We present MMDetection, an object detection toolbox that contains a rich...
06/17/2019 ∙ by Kai Chen, et al. ∙ 1 ∙ share

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Disentangling Content and Style via Unsupervised Geometry Distillation

It is challenging to disentangle an object into two orthogonal spaces of...
05/11/2019 ∙ by Wayne Wu, et al. ∙ 7 ∙ share

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Deep Flow-Guided Video Inpainting

Video inpainting, which aims at filling in missing regions of a video, r...
05/08/2019 ∙ by Rui Xu, et al. ∙ 14 ∙ share

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EDVR: Video Restoration with Enhanced Deformable Convolutional Networks

Video restoration tasks, including super-resolution, deblurring, etc, ar...
05/07/2019 ∙ by Xintao Wang, et al. ∙ 12 ∙ share

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CARAFE: Content-Aware ReAssembly of FEatures

Feature upsampling is a key operation in a number of modern convolutiona...
05/06/2019 ∙ by Jiaqi Wang, et al. ∙ 10 ∙ share

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Path-Restore: Learning Network Path Selection for Image Restoration

Very deep Convolutional Neural Networks (CNNs) have greatly improved the...
04/23/2019 ∙ by Xintao Wang, et al. ∙ 10 ∙ share

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TransGaGa: Geometry-Aware Unsupervised Image-to-Image Translation

Unsupervised image-to-image translation aims at learning a mapping betwe...
04/21/2019 ∙ by Wayne Wu, et al. ∙ 48 ∙ share

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Prime Sample Attention in Object Detection

It is a common paradigm in object detection frameworks to treat all samp...
04/09/2019 ∙ by Yuhang Cao, et al. ∙ 6 ∙ share

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Learning to Cluster Faces on an Affinity Graph

Face recognition sees remarkable progress in recent years, and its perfo...
04/04/2019 ∙ by Lei Yang, et al. ∙ 6 ∙ share

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Self-Supervised Learning via Conditional Motion Propagation

Intelligent agent naturally learns from motion. Various self-supervised ...
03/27/2019 ∙ by Xiaohang Zhan, et al. ∙ 10 ∙ share

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Dense Intrinsic Appearance Flow for Human Pose Transfer

We present a novel approach for the task of human pose transfer, which a...
03/27/2019 ∙ by Yining Li, et al. ∙ 6 ∙ share

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A Lightweight Optical Flow CNN - Revisiting Data Fidelity and Regularization

Over four decades, the majority addresses the problem of optical flow es...
03/15/2019 ∙ by Tak-Wai Hui, et al. ∙ 10 ∙ share

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Unsupervised Bi-directional Flow-based Video Generation from one Snapshot

Imagining multiple consecutive frames given one single snapshot is chall...
03/03/2019 ∙ by Lu Sheng, et al. ∙ 6 ∙ share

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WIDER Face and Pedestrian Challenge 2018: Methods and Results

This paper presents a review of the 2018 WIDER Challenge on Face and Ped...
02/19/2019 ∙ by Chen Change Loy, et al. ∙ 6 ∙ share

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Hybrid Task Cascade for Instance Segmentation

Cascade is a classic yet powerful architecture that has boosted performa...
01/22/2019 ∙ by Kai Chen, et al. ∙ 6 ∙ share

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Region Proposal by Guided Anchoring

Region anchors are the cornerstone of modern object detection techniques...
01/10/2019 ∙ by Jiaqi Wang, et al. ∙ 20 ∙ share

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Feature Matters: A Stage-by-Stage Approach for Knowledge Transfer

Convolutional Neural Networks (CNNs) become deeper and deeper in recent ...
12/05/2018 ∙ by Mengya Gao, et al. ∙ 8 ∙ share

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Instance-level Facial Attributes Transfer with Geometry-Aware Flow

We address the problem of instance-level facial attribute transfer witho...
11/30/2018 ∙ by Weidong Yin, et al. ∙ 6 ∙ share

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Deep Network Interpolation for Continuous Imagery Effect Transition

Deep convolutional neural network has demonstrated its capability of lea...
11/26/2018 ∙ by Xintao Wang, et al. ∙ 29 ∙ share

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Learning to Steer by Mimicking Features from Heterogeneous Auxiliary Networks

The training of many existing end-to-end steering angle prediction model...
11/07/2018 ∙ by Yuenan Hou, et al. ∙ 5 ∙ share

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Improving On-policy Learning with Statistical Reward Accumulation

Deep reinforcement learning has obtained significant breakthroughs in re...
09/07/2018 ∙ by Yubin Deng, et al. ∙ 3 ∙ share

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Consensus-Driven Propagation in Massive Unlabeled Data for Face Recognition

Face recognition has witnessed great progress in recent years, mainly at...
09/05/2018 ∙ by Xiaohang Zhan, et al. ∙ 8 ∙ share

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Chen Change Loy

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