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Shulin Tian

shulin002 [at] ntu.edu.sg

   

I am a PhD student at Nanyang Technological University (NTU), Singapore, supervised by Prof. Ziwei Liu and Dr. Hongyuan Zhu.

Previously, I obtained my Bachelor's Degree from NTU, and I spent a wonderful time working with Prof. Ranjay Krishna at University of Washington on vision-language model reasoning, and Prof. Bihan Wen at NTU on low-light image enhancement.


News

  • [01/2025] Our paper "AHA: A Vision-Language-Model for Detecting and Reasoning Over Failures in Robotic Manipulation" is accepted to ICLR 2025.
  • [12/2024] Our paper "Evaluation Agent: Efficient and Promptable Evaluation Framework for Visual Generative Models" is released.
  • [08/2024] Starting my PhD at MMLab@NTU.
  • [04/2024] Our paper "MMInA: Benchmarking Multihop Multimodal Internet Agents" is released.
  • [06/2023] Our paper "Enhancing Low-Light Images Using Infrared-Encoded Images" is accepted to ICIP 2023.

Publications

(* equal contributions)

Evaluation Agent: Efficient and Promptable Evaluation Framework for Visual Generative Models
Fan Zhang*, Shulin Tian*, Ziqi Huang*, Yu Qiao†, Ziwei Liu†

arXiv,  2024 
Paper  /  Project Page  /  Code

Area: Agent, GenAI

MMInA: Benchmarking Multihop Multimodal Internet Agents
Ziniu Zhang*, Shulin Tian*, Liangyu Chen*, Ziwei Liu

arXiv,  2024 
Paper  /  Project Page  /  Code  /  Dataset

Area: Multimodal agent benchmark on long-horizon reasoning

AHA: A Vision-Language-Model for Detecting and Reasoning Over Failures in Robotic Manipulation
Jiafei Duan, Wilbert Pumacay, Nishanth Kumar, Yi Ru Wang, Shulin Tian, Wentao Yuan, Ranjay Krishna, Dieter Fox, Ajay Mandlekar*, Yijie Guo*,

The Thirteenth International Conference on Learning Representations (ICLR),  2025 
Paper  /  Project Page

Area: Robotics, VLM

Enhancing Low-light Images Using Infrared Encoded Images
Shulin Tian*, Yufei Wang*, Renjie Wan, Wenhan Yang, Alex C. Kot, Bihan Wen

IEEE International Conference on Image Processing (ICIP),  2023 
Paper  /  Code  /  Dataset

Area: Low-light image enhancement


Education

Nanyang Technological University

PhD in Computer Science
Aug. 2024 - Present

Nanyang Technological University

BEng in Electrical & Electronic Engineering (Highest Distinction)
Aug. 2020 - May 2024

Honors & Awards

  • [2024] A*STAR Computing and Information Science (ACIS) Scholarship
  • [2023] IEEE SPS Travel Grants
  • [2023] NTU President Research Scholar
  • [2023] Top 8 team in Microsoft Imagine Cup 2023 [Newsletter]
  • [2021&22] Dean's List (top 5%), School of Electrical & Electronic Engineering
  • [2019] NTU Science and Engineering Scholarship

Miscellanea

When it comes to music, I do:

When it comes to sports, I always try new things and do:

  • 🤿 Diving: PADI Certificated Open Water (2022) & Advanced Open Water Diver (2024)
  • 🧷 Others: badminton, hiking, tennis...

Last updated: Dec. 2024 Thanks Jon Barron and Jiayuan Mao for their awesome website templates!