Search Results for author: Junaed Sattar

Found 25 papers, 12 papers with code

Fast Underwater Image Enhancement for Improved Visual Perception

3 code implementations23 Mar 2019 Md Jahidul Islam, Youya Xia, Junaed Sattar

In this paper, we present a conditional generative adversarial network-based model for real-time underwater image enhancement.

Ranked #4 on Underwater Image Restoration on LSUI (using extra training data)

Generative Adversarial Network Image Enhancement +5

Enhancing Underwater Imagery using Generative Adversarial Networks

3 code implementations11 Jan 2018 Cameron Fabbri, Md Jahidul Islam, Junaed Sattar

Autonomous underwater vehicles (AUVs) rely on a variety of sensors - acoustic, inertial and visual - for intelligent decision making.

Ranked #3 on Underwater Image Restoration on LSUI (using extra training data)

Decision Making Underwater Image Restoration

Simultaneous Enhancement and Super-Resolution of Underwater Imagery for Improved Visual Perception

4 code implementations4 Feb 2020 Md Jahidul Islam, Peigen Luo, Junaed Sattar

In this paper, we introduce and tackle the simultaneous enhancement and super-resolution (SESR) problem for underwater robot vision and provide an efficient solution for near real-time applications.

Image Enhancement Saliency Prediction +1

Underwater Image Super-Resolution using Deep Residual Multipliers

3 code implementations20 Sep 2019 Md Jahidul Islam, Sadman Sakib Enan, Peigen Luo, Junaed Sattar

We present a deep residual network-based generative model for single image super-resolution (SISR) of underwater imagery for use by autonomous underwater robots.

Image Super-Resolution Scene Understanding

Extending Monocular Visual Odometry to Stereo Camera Systems by Scale Optimization

1 code implementation29 May 2019 Jiawei Mo, Junaed Sattar

This paper proposes a novel approach for extending monocular visual odometry to a stereo camera system.

Monocular Visual Odometry Stereo Matching +1

SVAM: Saliency-guided Visual Attention Modeling by Autonomous Underwater Robots

1 code implementation12 Nov 2020 Md Jahidul Islam, Ruobing Wang, Junaed Sattar

This paper presents a holistic approach to saliency-guided visual attention modeling (SVAM) for use by autonomous underwater robots.

object-detection Object Detection +2

IMU-Assisted Learning of Single-View Rolling Shutter Correction

1 code implementation5 Nov 2020 Jiawei Mo, Md Jahidul Islam, Junaed Sattar

In this paper, we propose a deep neural network to predict depth and row-wise pose from a single image for rolling shutter correction.

Pose Prediction Rolling Shutter Correction

Visual Diver Recognition for Underwater Human-Robot Collaboration

1 code implementation19 Sep 2018 Youya Xia, Junaed Sattar

This paper presents an approach for autonomous underwater robots to visually detect and identify divers.

Clustering Region Proposal

Underwater Multi-Robot Convoying using Visual Tracking by Detection

1 code implementation25 Sep 2017 Florian Shkurti, Wei-Di Chang, Peter Henderson, Md Jahidul Islam, Juan Camilo Gamboa Higuera, Jimmy Li, Travis Manderson, Anqi Xu, Gregory Dudek, Junaed Sattar

We present a robust multi-robot convoying approach that relies on visual detection of the leading agent, thus enabling target following in unstructured 3-D environments.

object-detection Object Detection +1

Dynamic Reconfiguration of Mission Parameters in Underwater Human-Robot Collaboration

no code implementations26 Sep 2017 Md Jahidul Islam, Marc Ho, Junaed Sattar

This paper presents a real-time programming and parameter reconfiguration method for autonomous underwater robots in human-robot collaborative tasks.

Hand Gesture Recognition Hand-Gesture Recognition

SafeDrive: A Robust Lane Tracking System for Autonomous and Assisted Driving Under Limited Visibility

no code implementations29 Jan 2017 Junaed Sattar, Jiawei Mo

In scenarios where visual lane detection algorithms are unable to detect lane markers, the proposed approach uses location information of the vehicle to locate and access alternate imagery of the road and attempts detection on this secondary image.

Autonomous Driving Lane Detection +1

SafeDrive: Enhancing Lane Appearance for Autonomous and Assisted Driving Under Limited Visibility

no code implementations24 Jul 2018 Jiawei Mo, Junaed Sattar

SafeDrive finds lane markers in alternate imagery of the road at the vehicle's location and reconstructs a sparse 3D model of the surroundings.

Autonomous Driving Lane Detection +1

DSVO: Direct Stereo Visual Odometry

no code implementations19 Sep 2018 Jiawei Mo, Junaed Sattar

This paper proposes a novel approach to stereo visual odometry without stereo matching.

Monocular Visual Odometry Stereo Matching +1

A Generative Approach Towards Improved Robotic Detection of Marine Litter

no code implementations10 Oct 2019 Jungseok Hong, Michael Fulton, Junaed Sattar

The proposed approach relies on a two-stage variational autoencoder (VAE) and a binary classifier to evaluate the generated imagery for quality and realism.

valid

TrashCan: A Semantically-Segmented Dataset towards Visual Detection of Marine Debris

no code implementations16 Jul 2020 Jungseok Hong, Michael Fulton, Junaed Sattar

This paper presents TrashCan, a large dataset comprised of images of underwater trash collected from a variety of sources, annotated both using bounding boxes and segmentation labels, for development of robust detectors of marine debris.

Instance Segmentation Object +4

By Land, Air, or Sea: Multi-Domain Robot Communication Via Motion

4 code implementations7 Mar 2019 Michael Fulton, Mustaf Ahmed, Junaed Sattar

In this paper, we explore the use of motion for robot-to-human communication on three robotic platforms: the 5 degrees-of-freedom (DOF) Aqua autonomous underwater vehicle (AUV), a 3-DOF camera gimbal mounted on a Matrice 100 drone, and a 3-DOF Turtlebot2 terrestrial robot.

Robotics

Person Following by Autonomous Robots: A Categorical Overview

no code implementations22 Mar 2018 Md Jahidul Islam, Jungseok Hong, Junaed Sattar

Different working environments and applications pose diverse challenges by adding constraints on the choice of sensors, the degree of autonomy, and dynamics of a person-following robot.

Robotics

Visual Diver Face Recognition for Underwater Human-Robot Interaction

no code implementations18 Nov 2020 Jungseok Hong, Sadman Sakib Enan, Christopher Morse, Junaed Sattar

Specifically, the proposed method is able to recognize divers underwater with faces heavily obscured by scuba masks and breathing apparatus.

Data Augmentation Face Recognition

An Analysis of Deep Object Detectors For Diver Detection

no code implementations25 Nov 2020 Karin de Langis, Michael Fulton, Junaed Sattar

We evaluate these networks on typical accuracy and efficiency metrics, as well as on the temporal stability of their detections.

object-detection Video Object Detection

A Generative Approach for Detection-driven Underwater Image Enhancement

no code implementations10 Dec 2020 Chelsey Edge, Md Jahidul Islam, Christopher Morse, Junaed Sattar

In this paper, we introduce a generative model for image enhancement specifically for improving diver detection in the underwater domain.

Generative Adversarial Network Image Enhancement

Robotic Detection of a Human-Comprehensible Gestural Language for Underwater Multi-Human-Robot Collaboration

no code implementations12 Jul 2022 Sadman Sakib Enan, Michael Fulton, Junaed Sattar

Our experimental evaluations, both in simulation and in closed-water robot trials, demonstrate that the proposed RRCommNet architecture is able to decipher gesture-based messages with an average accuracy of 88-94% on simulated data, 73-83% on real data (depending on the version of the model used).

Visual Detection of Diver Attentiveness for Underwater Human-Robot Interaction

no code implementations28 Sep 2022 Sadman Sakib Enan, Junaed Sattar

Many underwater tasks, such as cable-and-wreckage inspection, search-and-rescue, benefit from robust human-robot interaction (HRI) capabilities.

Navigate

Adaptive Landmark Color for AUV Docking in Visually Dynamic Environments

no code implementations4 Oct 2023 Corey Knutson, Zhipeng Cao, Junaed Sattar

Autonomous Underwater Vehicles (AUVs) conduct missions underwater without the need for human intervention.

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