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20202023
most citedPVT v2: Improved Baselines with Pyramid Vision Transformer

2.4k citations · 2.9k across the 16 of their papers we have counts for

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10 papers · 1 filter

cs.CV2023

COCA: Classifier-Oriented Calibration via Textual Prototype for Source-Free Universal Domain Adaptation

Xinghong Liu, Yi Zhou, Tao Zhou +2

Universal domain adaptation (UniDA) aims to address domain and category shifts across data sources. Recently, due to more stringent data restrictions, researchers have introduced s…

cs.CV2023★ 50 cited

Adaptive Siamese Tracking with a Compact Latent Network

Xingping Dong, Jianbing Shen, Fatih Porikli +2

In this paper, we provide an intuitive viewing to simplify the Siamese-based trackers by converting the tracking task to a classification. Under this viewing, we perform an in-dept…

cs.CV2022★ 38 cited

PolarMix: A General Data Augmentation Technique for LiDAR Point Clouds

Aoran Xiao, Jiaxing Huang, Dayan Guan +3

LiDAR point clouds, which are usually scanned by rotating LiDAR sensors continuously, capture precise geometry of the surrounding environment and are crucial to many autonomous det…

cs.CV2022★ 9 cited

RangeUDF: Semantic Surface Reconstruction from 3D Point Clouds

Bing Wang, Zhengdi Yu, Bo Yang +5

We present RangeUDF, a new implicit representation based framework to recover the geometry and semantics of continuous 3D scene surfaces from point clouds. Unlike occupancy fields…

cs.CV2022★ 8 cited

RGBD Object Tracking: An In-depth Review

Jinyu Yang, Zhe Li, Song Yan +4

RGBD object tracking is gaining momentum in computer vision research thanks to the development of depth sensors. Although numerous RGBD trackers have been proposed with promising p…

cs.CV2022

Pruning Networks with Cross-Layer Ranking & k-Reciprocal Nearest Filters

Mingbao Lin, Liujuan Cao, Yuxin Zhang +3

This paper focuses on filter-level network pruning. A novel pruning method, termed CLR-RNF, is proposed. We first reveal a "long-tail" long-tail pruning problem in magnitude-based…

cs.CV2022★ 3 cited

Consistency and Diversity induced Human Motion Segmentation

Tao Zhou, Huazhu Fu, Chen Gong +4

Subspace clustering is a classical technique that has been widely used for human motion segmentation and other related tasks. However, existing segmentation methods often cluster d…

cs.CV2021★ 8 cited

RGB-D Saliency Detection via Cascaded Mutual Information Minimization

Jing Zhang, Deng-Ping Fan, Yuchao Dai +4

Existing RGB-D saliency detection models do not explicitly encourage RGB and depth to achieve effective multi-modal learning. In this paper, we introduce a novel multi-stage cascad…

cs.CV2021

Specificity-preserving RGB-D Saliency Detection

Tao Zhou, Deng-Ping Fan, Geng Chen +2

Salient object detection (SOD) on RGB and depth images has attracted more and more research interests, due to its effectiveness and the fact that depth cues can now be conveniently…

cs.CV2021★ 2.4k cited

PVT v2: Improved Baselines with Pyramid Vision Transformer

Wenhai Wang, Enze Xie, Xiang Li +6

Transformer recently has presented encouraging progress in computer vision. In this work, we present new baselines by improving the original Pyramid Vision Transformer (PVT v1) by…