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20182026
most citedHow You Start Matters for Generalization

2 citations · 5 across the 13 of their papers we have counts for

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cs.CV2026

CrowdCue: Specialist-Cue Conditioning for Vision-Language Crowd Counting

Moshiur Farazi, Bekir Ciftler, Abdulhalim Dandoush +1

Generative vision-language models (VLMs) offer a counting paradigm in which one model produces both a count and a natural-language account of the scene, yet their raw counting accu…

cs.CV2026

When Do VLMs Help Arabic Manuscript OCR? A Cross-Dataset Study

Moshiur Farazi, Firoj Alam, Abderrahmane Maaradji +3

Vision-language models (VLMs) are increasingly being used for document understanding, yet their role in Arabic and Islamic manuscript recognition remains underexplored. To address…

cs.CV2026

The Gate Always Closes: On Injecting Auxiliary Signals into Frozen Vision-Language Models

Moshiur Farazi, Sameera Ramasinghe, Bekir Sait Ciftler +2

Auxiliary signal pathways in VLMs are routinely fitted with learnable gates so the optimiser can decide how much of the signal to admit. We find that the optimiser almost always de…

cs.CV2026

HyperVis: Continuous Latent Visual Relational Graphs on the Lorentz Hyperboloid for Compositional Reasoning

Moshiur Farazi, Sameera Ramasinghe, Mahbub Ahmed Turza +1

Vision-Language Models (VLMs) struggle with compositional reasoning that requires understanding inter-object relationships. A natural remedy is to inject explicit scene graph tripl…

cs.CV2025

Beyond the Pipeline: Analyzing Key Factors in End-to-End Deep Learning for Historical Writer Identification

Hanif Rasyidi, Moshiur Farazi

This paper investigates various factors that influence the performance of end-to-end deep learning approaches for historical writer identification (HWI), a task that remains challe…

cs.CV2025

Label Semantics for Robust Hyperspectral Image Classification

Rafin Hassan, Zarin Tasnim Roshni, Rafiqul Bari +4

Hyperspectral imaging (HSI) classification is a critical tool with widespread applications across diverse fields such as agriculture, environmental monitoring, medicine, and materi…