Browse > Computer Vision > Video > Object Tracking

Object Tracking

47 papers with code · Computer Vision
Subtask of Video

Object tracking is the task of taking an initial set of object detections, creating a unique ID for each of the initial detections, and then tracking each of the objects as they move around frames in a video, maintaining the ID assignment.

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You can find evaluation results in the subtasks. You can also submitting evaluation metrics for this task.

Greatest papers with code

Fast Online Object Tracking and Segmentation: A Unifying Approach

12 Dec 2018foolwood/SiamMask

In this paper we illustrate how to perform both visual object tracking and semi-supervised video object segmentation, in real-time, with a single simple approach.

REAL-TIME VISUAL TRACKING SEMI-SUPERVISED SEMANTIC SEGMENTATION SEMI-SUPERVISED VIDEO OBJECT SEGMENTATION VISUAL OBJECT TRACKING

Simple Online and Realtime Tracking with a Deep Association Metric

21 Mar 2017nwojke/deep_sort

Simple Online and Realtime Tracking (SORT) is a pragmatic approach to multiple object tracking with a focus on simple, effective algorithms.

LARGE-SCALE PERSON RE-IDENTIFICATION MULTIPLE OBJECT TRACKING

Simple Online and Realtime Tracking

2 Feb 2016abewley/sort

This paper explores a pragmatic approach to multiple object tracking where the main focus is to associate objects efficiently for online and realtime applications.

MULTIPLE OBJECT TRACKING

High Performance Visual Tracking With Siamese Region Proposal Network

CVPR 2018 foolwood/DaSiamRPN

Visual object tracking has been a fundamental topic in recent years and many deep learning based trackers have achieved state-of-the-art performance on multiple benchmarks.

VISUAL OBJECT TRACKING VISUAL TRACKING

Distractor-aware Siamese Networks for Visual Object Tracking

ECCV 2018 foolwood/DaSiamRPN

During the off-line training phase, an effective sampling strategy is introduced to control this distribution and make the model focus on the semantic distractors.

VISUAL OBJECT TRACKING VISUAL TRACKING

Spatially Supervised Recurrent Convolutional Neural Networks for Visual Object Tracking

19 Jul 2016Guanghan/ROLO

In this paper, we develop a new approach of spatially supervised recurrent convolutional neural networks for visual object tracking.

OBJECT DETECTION VISUAL OBJECT TRACKING

GOT-10k: A Large High-Diversity Benchmark for Generic Object Tracking in the Wild

29 Oct 2018got-10k/toolkit

We also carry out a series of analytical experiments to select a compact while highly representative testing subset -- it embodies 84 object classes and 32 motion patterns with only 180 video segments, allowing for efficient evaluation.

OBJECT TRACKING

DCFNet: Discriminant Correlation Filters Network for Visual Tracking

13 Apr 2017foolwood/DCFNet

In this work, we present an end-to-end lightweight network architecture, namely DCFNet, to learn the convolutional features and perform the correlation tracking process simultaneously.

OBJECT TRACKING VISUAL TRACKING

Real-Time Multiple Object Tracking - A Study on the Importance of Speed

11 Sep 2017samuelmurray/tracking-by-detection

In this project, we implement a multiple object tracker, following the tracking-by-detection paradigm, as an extension of an existing method.

MULTIPLE OBJECT TRACKING