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Bishoy Galoaa

3 accepted papers

2026

MoReGen: Multi-Agent Motion-Reasoning Engine for Code-based Text-to-Video Synthesis

CVPR 2026

While text-to-video (T2V) generation has achieved remarkable progress in photorealism, generating intent-aligned videos that faithfully obey physics principles remains a core challenge. In this work, we systematically study Newtonian motion-controlled text-to-video generation and evaluation, emphasi

Cited by 0SourcecodeScholar
2026

UniTrack: Differentiable Graph Representation Learning for Multi-Object Tracking

ICLR 2026poster

We present UniTrack, a plug-and-play graph-theoretic loss function designed to significantly enhance multi-object tracking (MOT) performance by directly optimizing tracking-specific objectives through unified differentiable learning. Unlike prior graph-based MOT methods that redesign tracking archit…

Cited by 0SourcecodeScholar
2025

More Than Meets the Eye: Enhancing Multi-Object Tracking Even with Prolonged Occlusions

ICML 2025poster

This paper introduces MOTE (MOre Than meets the Eye), a novel multi-object tracking (MOT) algorithm designed to address the challenges of tracking occluded objects. By integrating deformable detection transformers with a custom disocclusion matrix, MOTE significantly enhances the ability to track ob…

Cited by 0SourcePDFScholar