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Multiple Object Tracking

15 papers with code · Computer Vision
Subtask of Video · Object Tracking

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Fooling Detection Alone is Not Enough: Adversarial Attack against Multiple Object Tracking

ICLR 2020 anonymousjack/hijacking

Recent work in adversarial machine learning started to focus on the visual perception in autonomous driving and studied Adversarial Examples (AEs) for object detection models.

ADVERSARIAL ATTACK AUTONOMOUS DRIVING MULTIPLE OBJECT TRACKING OBJECT DETECTION

24
01 Jan 2020

Towards Real-Time Multi-Object Tracking

27 Sep 2019Zhongdao/Towards-Realtime-MOT

In this paper, we propose an MOT system that allows target detection and appearance embedding to be learned in a shared model.

#2 best model for Multi-Object Tracking on MOT16 (using extra training data)

MULTI-OBJECT TRACKING MULTIPLE OBJECT TRACKING MULTI-TASK LEARNING

1,042
27 Sep 2019

Graph Neural Based End-to-end Data Association Framework for Online Multiple-Object Tracking

11 Jul 2019peizhaoli05/EDA_GNN

In this work, we present an end-to-end framework to settle data association in online Multiple-Object Tracking (MOT).

MULTIPLE OBJECT TRACKING

26
11 Jul 2019

How To Train Your Deep Multi-Object Tracker

15 Jun 2019yihongXU/deepMOT

In this paper, we bridge this gap by proposing a differentiable proxy of MOTA and MOTP, which we combine in a loss function suitable for end-to-end training of deep multi-object trackers.

MULTI-OBJECT TRACKING MULTIPLE OBJECT TRACKING

313
15 Jun 2019

Fooling Detection Alone is Not Enough: First Adversarial Attack against Multiple Object Tracking

27 May 2019anonymousjack/hijacking

Recent work in adversarial machine learning started to focus on the visual perception in autonomous driving and studied Adversarial Examples (AEs) for object detection models.

ADVERSARIAL ATTACK AUTONOMOUS DRIVING MULTIPLE OBJECT TRACKING OBJECT DETECTION

24
27 May 2019

Joint Monocular 3D Vehicle Detection and Tracking

ICCV 2019 ucbdrive/3d-vehicle-tracking

The framework can not only associate detections of vehicles in motion over time, but also estimate their complete 3D bounding box information from a sequence of 2D images captured on a moving platform.

3D OBJECT DETECTION 3D POSE ESTIMATION AUTONOMOUS VEHICLES MULTIPLE OBJECT TRACKING ONLINE MULTI-OBJECT TRACKING TRAJECTORY PREDICTION

387
26 Nov 2018

Deep Affinity Network for Multiple Object Tracking

28 Oct 2018shijieS/SST

In this paper, we harness the power of deep learning for data association in tracking by jointly modelling object appearances and their affinities between different frames in an end-to-end fashion.

MULTIPLE OBJECT TRACKING OBJECT DETECTION

303
28 Oct 2018

Automated learning with a probabilistic programming language: Birch

2 Oct 2018lawmurray/MultiObjectTracking

We introduce a formal description of models expressed as programs, and discuss some of the ways in which probabilistic programming languages can reveal the structure and form of these, in order to tailor inference methods.

MULTIPLE OBJECT TRACKING PROBABILISTIC PROGRAMMING

2
02 Oct 2018

Psychlab: A Psychology Laboratory for Deep Reinforcement Learning Agents

24 Jan 2018susumuota/gym-oculoenv

Psychlab is a simulated psychology laboratory inside the first-person 3D game world of DeepMind Lab (Beattie et al. 2016).

MULTIPLE OBJECT TRACKING

1
24 Jan 2018

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

239
11 Sep 2017