activity
20222026
most citedSyn2Real Domain Generalization for Underwater Mine-like Object Detection Using Side-Scan Sonar

12 citations · 14 across the 8 of their papers we have counts for

collaborators

9 papers

cs.CV2026

-SUB: A Physics-Informed Synthetic Underwater Benchmark Dataset for Underwater Image Enhancement

Namritha Lasyapriya Maddali, Rajini Makam, Suresh Sundaram +1

This paper presents -SUB, a physics-informed framework for generating synthetic underwater benchmark datasets that bridges the synthetic-to-real gap for Underwater Image Enhance…

cs.RO2026

BIND-USBL: Bounding IMU Navigation Drift using USBL in Heterogeneous ASV-AUV Teams

Pranav Kedia, Rajini Makam, Heiko Hamann +1

Accurate and continuous localization of Autonomous Underwater Vehicles (AUVs) in GPS-denied environments is a persistent challenge in marine robotics. In the absence of external po…

eess.IV2026

Development of Domain-Invariant Visual Enhancement and Restoration (DIVER) Approach for Underwater Images

Rajini Makam, Sharanya Patil, Dhatri Shankari T M +2

Underwater images suffer severe degradation due to wavelength-dependent attenuation, scattering, and illumination non-uniformity that vary across water types and depths. We propose…

eess.SP2025

Performance Analysis of Spatial and Temporal Learning Networks in the Presence of DVL Noise

Rajini Makam, Nadav Cohen, Sumukh Shadakshari +3

Navigation is a critical aspect of autonomous underwater vehicles (AUVs) operating in complex underwater environments. Since global navigation satellite system (GNSS) signals are u…

eess.IV2024

OceanLens: An Adaptive Backscatter and Edge Correction using Deep Learning Model for Enhanced Underwater Imaging

Rajini Makam, Dhatri Shankari T M, Sharanya Patil +1

Underwater environments pose significant challenges due to the selective absorption and scattering of light by water, which affects image clarity, contrast, and color fidelity. To…

cs.RO2024

EROAS: 3D Efficient Reactive Obstacle Avoidance System for Autonomous Underwater Vehicles using 2.5D Forward-Looking Sonar

Pruthviraj Mane, Allen Jacob George, Rajini Makam +3

Autonomous Underwater Vehicles (AUVs) have advanced significantly in obstacle detection and path planning through sonar, cameras, and learning-based methods. However, safe and effi…

cs.LG2024★ 12 cited

Syn2Real Domain Generalization for Underwater Mine-like Object Detection Using Side-Scan Sonar

Aayush Agrawal, Aniruddh Sikdar, Rajini Makam +3

Underwater mine detection with deep learning suffers from limitations due to the scarcity of real-world data. This scarcity leads to overfitting, where models perform well on train…

eess.SY2023

A Comprehensive Study on Modelling and Control of Autonomous Underwater Vehicle

Rajini Makam, Pruthviraj Mane, Suresh Sundaram +1

Autonomous underwater vehicles (AUV) have become the de facto vehicle for remote operations involving oceanography, inspection, and monitoring tasks. These vehicles operate in diff…

eess.SY2022★ 2 cited

Multiple Estimation Models for Discrete-time Adaptive Iterative Learning Control

Ram Padmanabhan, Rajini Makam, Koshy George

This article focuses on making discrete-time Adaptive Iterative Learning Control (ILC) more effective using multiple estimation models. Existing strategies use the tracking error t…