Toqi Tahamid Sarker

CS PhD candidate at SIU Carbondale · Computer Vision, Vision-Language Models, and Efficient Deep Learning

Toqi Tahamid Sarker

I'm a PhD candidate in computer science at Southern Illinois University Carbondale, advised by Dr. Khaled R. Ahmed in the BASE Lab.

My research focuses on multimodal learning and vision-language models, efficient vision architectures, and dense prediction tasks such as semantic segmentation and object detection. I design models end to end, from building and annotating datasets to designing architectures and evaluating them against strong published baselines.

My work has appeared at CVPR, ICCV, ECCV, and WACV and in journals including Scientific Reports and IET Image Processing. Before my PhD, I worked on deep learning for solar event tracking at Georgia State University and co-founded a software company, where I built and shipped production systems.

I am actively seeking postdoctoral, research scientist, and tenure-track faculty positions starting in August 2027. Feel free to reach me by email.

News

Oct 2026
Featured on Heartland News (KFVS12) for our camera-trap distance-estimation software, which measures how far deer are from the camera as part of an SIU effort to improve Illinois deer population estimates for the Illinois Department of Natural Resources (IDNR).
Oct 2026
Featured and quoted in SIU News on our camera-trap distance-estimation research, developed with SIU Zoology and the Illinois Department of Natural Resources (IDNR) for a statewide deer density study.
Aug 2026
Our paper "Reference-Conditioned Distance Intervals on Unseen Camera Traps" has been accepted at the Computer Vision for Ecology (CV4E) workshop at ECCV 2026.
Aug 2026
Awarded a Dissertation Research Assistantship for the 2026-2027 academic year.

Reference-Conditioned Distance Intervals on Unseen Camera Traps

Toqi Tahamid Sarker, Taminul Islam, Seth J. Morelock, Guillaume Bastille-Rousseau, and Khaled R. Ahmed

CV4E @ ECCV2026

VLMDual: A Vision-Language Distillation Framework for Joint Classification and Plume Segmentation in Rumen Acidosis Detection

Taminul Islam, Toqi Tahamid Sarker, Mohamed G. Embaby, Khaled R. Ahmed, and Amer AbuGhazaleh

Smart Agricultural Technology2026

TRACE: Thermal Recognition Attentive-Framework for CO2 Emissions from Livestock

Taminul Islam, Abdellah Lakhssassi, Toqi Tahamid Sarker, Mohamed G. Embaby, Khaled R. Ahmed, and Amer AbuGhazaleh

V4A @ CVPR2026

FryNet: Dual-Stream Adversarial Fusion for Non-Destructive Frying Oil Oxidation Assessment

Khaled R. Ahmed, Toqi Tahamid Sarker, Taminul Islam, Tamany M. Alanezi, and Amer AbuGhazaleh

CVPR Workshops2026Oral Presentation

WeedRepFormer: Reparameterizable Vision Transformers for Real-Time Waterhemp Segmentation and Gender Classification

Toqi Tahamid Sarker, Taminul Islam, Khaled R. Ahmed, Cristiana Bernardi Rankrape, Kaitlin E. Creager, and Karla Gage

CVBMC @ ICPR2026

GasTwinFormer: A Hybrid Vision Transformer for Livestock Methane Emission Segmentation and Dietary Classification in Optical Gas Imaging

Toqi Tahamid Sarker, Mohamed G. Embaby, Taminul Islam, Amer AbuGhazaleh, and Khaled R. Ahmed

ICCV Workshop2025Oral Presentation, Best Paper Nomination