Browse > Computer Vision > Visual Tracking

Visual Tracking

59 papers with code ยท Computer Vision

Leaderboards

Latest papers without code

Robust Visual Object Tracking with Two-Stream Residual Convolutional Networks

13 May 2020

Inspired by the human "visual tracking" capability which leverages motion cues to distinguish the target from the background, we propose a Two-Stream Residual Convolutional Network (TS-RCN) for visual tracking, which successfully exploits both appearance and motion features for model update.

VISUAL OBJECT TRACKING VISUAL TRACKING

Derivation of a Constant Velocity Motion Model for Visual Tracking

2 May 2020

Motion models play a great role in visual tracking applications for predicting the possible locations of objects in the next frame.

OBJECT TRACKING VISUAL TRACKING

Distilling Localization for Self-Supervised Representation Learning

14 Apr 2020

For high-level visual recognition, self-supervised learning defines and makes use of proxy tasks such as colorization and visual tracking to learn a semantic representation useful for distinguishing objects.

COLORIZATION OBJECT DETECTION REPRESENTATION LEARNING SALIENCY PREDICTION SELF-SUPERVISED LEARNING TRANSFER LEARNING VISUAL TRACKING

Efficient Scale Estimation Methods using Lightweight Deep Convolutional Neural Networks for Visual Tracking

6 Apr 2020

In recent years, visual tracking methods that are based on discriminative correlation filters (DCF) have been very promising.

VISUAL TRACKING

Beyond Background-Aware Correlation Filters: Adaptive Context Modeling by Hand-Crafted and Deep RGB Features for Visual Tracking

6 Apr 2020

In recent years, the background-aware correlation filters have achie-ved a lot of research interest in the visual target tracking.

SEMANTIC SIMILARITY SEMANTIC TEXTUAL SIMILARITY VISUAL TRACKING

Effective Fusion of Deep Multitasking Representations for Robust Visual Tracking

3 Apr 2020

Then, the proposed method extracts deep semantic information from a fully convolutional FEN and fuses it with the best ResNet-based feature maps to strengthen the target representation in the learning process of continuous convolution filters.

SEMANTIC SEGMENTATION VISUAL OBJECT TRACKING VISUAL TRACKING

Progressive Multi-Stage Learning for Discriminative Tracking

1 Apr 2020

Visual tracking is typically solved as a discriminative learning problem that usually requires high-quality samples for online model adaptation.

VISUAL TRACKING

Object-Adaptive LSTM Network for Real-time Visual Tracking with Adversarial Data Augmentation

7 Feb 2020

This strategy efficiently filters out some irrelevant proposals and avoids the redundant computation for feature extraction, which enables our method to operate faster than conventional classification-based tracking methods.

DATA AUGMENTATION REAL-TIME VISUAL TRACKING

An Analysis of Object Representations in Deep Visual Trackers

8 Jan 2020

Despite these strong priors, we show that deep trackers often default to tracking by saliency detection - without relying on the object instance representation.

SALIENCY DETECTION VISUAL TRACKING

Generalized mean shift with triangular kernel profile

7 Jan 2020

In order to situate this new class of methods in the general picture of the Mean Shift theory, we alo give a synthetic exposure of existing results of this field.

VISUAL TRACKING