Papers Visual Object Tracking
“Visual Object Tracking” 태그가 달린 논문 369편 · 필터 해제
AAA: Adaptive Aggregation of Arbitrary Online Trackers with Theoretical Performance Guarantee
For visual object tracking, it is difficult to realize an almighty online tracker due to the huge variations of target appearance depending on an image sequence. This paper proposes an online tracking method that adaptiv…
DeblurringObject TrackingVisual Object TrackingGround-truth or DAER: Selective Re-query of Secondary Information
Many vision tasks use secondary information at inference time -- a seed -- to assist a computer vision model in solving a problem. For example, an initial bounding box is needed to initialize visual object tracking. To d…
Object TrackingScene ClassificationSemantic SegmentationVideo Object Segmentation+3Hard Occlusions in Visual Object Tracking
Visual object tracking is among the hardest problems in computer vision, as trackers have to deal with many challenging circumstances such as illumination changes, fast motion, occlusion, among others. A tracker is asses…
ObjectObject TrackingVisual Object TrackingVisual Object Tracking by Segmentation with Graph Convolutional Network
Segmentation-based tracking has been actively studied in computer vision and multimedia. Superpixel based object segmentation and tracking methods are usually developed for this task. However, they independently perform …
ObjectObject TrackingSegmentationSemantic Segmentation+2Learning Global Structure Consistency for Robust Object Tracking
Fast appearance variations and the distractions of similar objects are two of the most challenging problems in visual object tracking. Unlike many existing trackers that focus on modeling only the target, in this work, w…
ObjectObject TrackingVisual Object TrackingLearning Consistency Pursued Correlation Filters for Real-Time UAV Tracking
Correlation filter (CF)-based methods have demonstrated exceptional performance in visual object tracking for unmanned aerial vehicle (UAV) applications, but suffer from the undesirable boundary effect. To solve this iss…
CPUObject TrackingVisual Object TrackingIntegration of the 3D Environment for UAV Onboard Visual Object Tracking
Single visual object tracking from an unmanned aerial vehicle (UAV) poses fundamental challenges such as object occlusion, small-scale objects, background clutter, and abrupt camera motion. To tackle these difficulties, …
3D ReconstructionObjectObject TrackingVisual Object Tracking+1An Exploration of Target-Conditioned Segmentation Methods for Visual Object Trackers
Visual object tracking is the problem of predicting a target object's state in a video. Generally, bounding-boxes have been used to represent states, and a surge of effort has been spent by the community to produce effic…
Object TrackingSegmentationVisual Object TrackingSelf-supervised Object Tracking with Cycle-consistent Siamese Networks
Self-supervised learning for visual object tracking possesses valuable advantages compared to supervised learning, such as the non-necessity of laborious human annotations and online training. In this work, we exploit an…
ObjectObject TrackingRegion ProposalSelf-Supervised Learning+4Efficient Adversarial Attacks for Visual Object Tracking
Visual object tracking is an important task that requires the tracker to find the objects quickly and accurately. The existing state-ofthe-art object trackers, i.e., Siamese based trackers, use DNNs to attain high accura…
GPUObjectObject TrackingVisual Object Tracking+1Scale Equivariance Improves Siamese Tracking
Siamese trackers turn tracking into similarity estimation between a template and the candidate regions in the frame. Mathematically, one of the key ingredients of success of the similarity function is translation equivar…
Object TrackingTranslationVisual Object TrackingVisual TrackingTracking the Untrackable
Although short-term fully occlusion happens rare in visual object tracking, most trackers will fail under these circumstances. However, humans can still catch up the target by anticipating the trajectory of the target ev…
Object TrackingVisual Object TrackingCorrelation filter tracking with adaptive proposal selection for accurate scale estimation
Recently, some correlation filter based trackers with detection proposals have achieved state-of-the-art tracking results. However, a large number of redundant proposals given by the proposal generator may degrade the pe…
Object TrackingVisual Object TrackingTracking-by-Trackers with a Distilled and Reinforced Model
Visual object tracking was generally tackled by reasoning independently on fast processing algorithms, accurate online adaptation methods, and fusion of trackers. In this paper, we unify such goals by proposing a novel t…
Knowledge DistillationObject TrackingVideo Object TrackingVisual Object Tracking+1Optimisation of a Siamese Neural Network for Real-Time Energy Efficient Object Tracking
In this paper the research on optimisation of visual object tracking using a Siamese neural network for embedded vision systems is presented. It was assumed that the solution shall operate in real-time, preferably for a …
Object TrackingVisual Object TrackingMotion Prediction in Visual Object Tracking
Visual object tracking (VOT) is an essential component for many applications, such as autonomous driving or assistive robotics. However, recent works tend to develop accurate systems based on more computationally expensi…
Autonomous Drivingmotion predictionObjectObject Tracking+6Object Tracking through Residual and Dense LSTMs
Visual object tracking task is constantly gaining importance in several fields of application as traffic monitoring, robotics, and surveillance, to name a few. Dealing with changes in the appearance of the tracked object…
ObjectObject TrackingVisual Object TrackingOcean: Object-aware Anchor-free Tracking
Anchor-based Siamese trackers have achieved remarkable advancements in accuracy, yet the further improvement is restricted by the lagged tracking robustness. We find the underlying reason is that the regression network i…
ObjectVideo Object TrackingVisual Object TrackingAccurate Anchor Free Tracking
Visual object tracking is an important application of computer vision. Recently, Siamese based trackers have achieved good accuracy. However, most of Siamese based trackers are not efficient, as they exhaustively search …
ObjectObject TrackingVisual Object TrackingMultiple-Vehicle Tracking in the Highway Using Appearance Model and Visual Object Tracking
In recent decades, due to the groundbreaking improvements in machine vision, many daily tasks are performed by computers. One of these tasks is multiple-vehicle tracking, which is widely used in different areas such as v…
Object TrackingVisual Object Tracking