publications

publications by categories in reversed chronological order.

C=Conference, W=Workshop, S=Under Review

2026

W.1

DentalNet: Geometric Aware Multi-View Transformer for Dental 3D Scan Analysis

Arush Gumber, et al.

NeurIPS 2025 Imageomics Workshop: Accepted (First Author)

Multi-modal 2D/3D fusion achieving 67% F1-score. Cross-attention mechanism integrates 2D intraoral views with 3D point cloud representations for IOTN-DHC classification.

Scholar

2025

C.1

MSCAN: Multistage Spinal Canal Stenosis Grading Using Cross-Attention

Arush Gumber, et al.

IEEE/CVF CVPR 2025 Demo Track: Accepted

Deep learning framework for automated MRI-based spinal stenosis grading achieving 0.971 AUROC with YOLO detection and multi-view cross-attention.

arXiv Code Talk

W.2

SocialDF: Benchmark Dataset and Detection Model for Deepfake Content

Arush Gumber, et al.

ACM ICMR 2025: MAD Workshop: Accepted

Real-world benchmark with multi-agent LLM framework outperforming SOTA lip-sync methods through fact-checking integration.

ACM DL Talk

S.3

Unified Framework for Underwater Acoustic Event Detection

Arush Gumber, et al.

TMLR: In preparation

Harmonized datasets for marine soundscape monitoring. Standardized preprocessing pipeline with deep learning architecture for biodiversity assessment and vessel tracking.

In Preparation