Manthan Patel

PhD Student · ETH Zurich · Robotic Systems Lab

Foundation Models for Robot Perception & Navigation

Manthan Patel

About Me

I am a Ph.D. student in robotics at the Robotic Systems Lab, ETH Zurich supervised by Prof. Marco Hutter and Dr. Cesar Cadena. My research focuses on Foundation Models for Perception and Navigation for legged robots in the wild. I am currently interested in spatio-temporal memory and reasoning for long range navigation in the open world.

Previously, I obtained my MSc. in Robotics, Systems and Control at ETH Zurich and did my master's thesis at NASA Jet Propulsion Laboratory on traversability mapping for off-road environments. I have experience with diverse robotic platforms including legged robots, wheeled ground robots, and flying robots.

I am always open to collaborations and discussions. Feel free to reach out to me!

Featured Research

DeFM depth foundation model
Foundation Models Depth Under Review 2026

DeFM: Learning Foundation Representations from Depth for Robotics

A DINO-style self-supervised foundation model trained on 60M depth images. Achieves SOTA on classification, segmentation, navigation, manipulation, and locomotion benchmarks.

WildOS open-vocabulary search
Navigation VFMs Under Review 2026

WildOS: Open-Vocabulary Object Search in the Wild

A unified system for long-range open-vocabulary object search combining safe geometric exploration with semantic visual reasoning using foundation models.

TartanGround dataset
Dataset Perception IROS 2025

TartanGround: A Large-Scale Dataset for Ground Robot Perception and Navigation

A large-scale, multi-modal dataset with 1.5M samples across 70 environments for advancing ground robot perception and autonomy.

NaviTrace VLM navigation
VLM Benchmark ICRA 2026

NaviTrace: Evaluating Embodied Navigation of Vision-Language Models

A novel VQA benchmark evaluating VLMs on embodiment-specific navigation understanding across 1000 real-world scenarios.

View All Publications →

Education

Apr 2025 — Present

Ph.D. in Robotics — ETH Zurich

Foundation Models for Perception and Navigation in the Wild

Supervisors: Prof. Marco Hutter, Dr. Cesar Cadena

Sep 2021 — Apr 2024

M.Sc. in Robotics, Systems and Control — ETH Zurich

Grade: 5.9/6.0 · Thesis Grade: 6.0/6.0

Thesis: Learning Traversability Maps for Autonomous Off-road Navigation (at NASA JPL)

Sep 2017 — Apr 2021

B.Tech. in Mechanical Engineering — IIT Kharagpur

Academic Rank: 1/140 · Micro-specialisation in Entrepreneurship and Innovation

Thesis: Collaborative Mapping of Archaeological Sites using Multiple UAVs (at MPI-IS)

Internships & Research

Jun 2024 — Mar 2025

Research Engineer — ETH Zurich, Robotic Systems Lab

TartanGround dataset · Long-range autonomous hiking with ANYmal

Sep 2023 — Apr 2024

Visiting Researcher — NASA Jet Propulsion Laboratory, CA, USA

Master's Thesis · RoadRunner M&M framework · Real-world field deployments

Sep 2022 — Feb 2023

Computer Vision Intern — Sony Research & Development Center, Zurich

Spatio-temporal CNNs for Event-based Vision · High-speed spin estimation

May 2020 — Apr 2021

Visiting Researcher — MPI for Intelligent Systems, Germany

Bachelor's Thesis · Collaborative SLAM for UAV archaeological mapping

Teaching & Supervision

2024 — Present

Student Supervision — ETH Zurich

7× Master's Thesis · 2× Semester Thesis · 2× PLR Projects

Mar — Jul 2023

Teaching Assistant — ETH Robotics Summer School

Annual Robotics Summer School organized by RobotX

Awards & Scholarships

2023 — 2024

JPL Visiting Student Research Fellowship

NASA Jet Propulsion Laboratory, Pasadena, CA

2021 — 2023

ETH D-MAVT Scholarship

Full merit-based scholarship — awarded to less than 2.5% of all D-MAVT Masters students

2021

Dr. B C Roy Memorial Gold Medal

Best all-rounder among all graduating 1400 B.Tech students at IIT Kharagpur

2021

Institute Silver Medal (Academic Rank 1)

Highest cumulative grade in Mechanical Engineering at IIT Kharagpur

2020

DAAD WISE Scholarship

Research internship scholarship at Max Planck Institute for Intelligent Systems

2018 — 2020

Inter-IIT Tech Meet (7.0, 8.0, 9.0)

Three-time participant — Winner (2020), First Runner Up (2019), Second Runner Up (2018)

2019

27th IGVC — 2nd Place AutoNav Challenge

Among 40+ international teams at Oakland University, Michigan, USA

2020

OP Jindal Engineering and Management Scholarship

Awarded to 100 students across India for academic and leadership excellence