activity
20242026
most citedVLM4Bio: A Benchmark Dataset to Evaluate Pretrained Vision-Language Models for Trait Discovery from Biological Images

2 citations · 3 across the 6 of their papers we have counts for

collaborators

7 papers

cs.CV2026

Preserving Subject-Clarity in Image Outpainting with Multiscale Wavelet Supervision

Abhilash Neog, Taewan Kim, Yi Wu +2

Commercial and advertising images are frequently affected by poor framing, partially cropped subjects, truncated text or logos, and insufficient context, all of which can reduce su…

cs.CY2026

CareGuardAI: Context-Aware Multi-Agent Guardrails for Clinical Safety & Hallucination Mitigation in Patient-Facing LLMs

Elham Nasarian, Abhilash Neog, Kwok-Leung Tsui +1

Integrating large language models (LLMs) into patient-facing healthcare systems offers significant potential to improve access to medical information. However, ensuring clinical sa…

cs.LG2025

PRISMA: Improving the Accuracy-Latency Frontier of Diffusion-based PDE Solvers Using Physics-Informed Spectral Attention

Medha Sawhney, Abhilash Neog, Mridul Khurana +1

Diffusion-based solvers for partial differential equations (PDEs) are often bottle-necked by slow gradient-based test-time optimization routines that use PDE residuals for loss gui…

cs.LG2025

On the Internal Semantics of Time-Series Foundation Models

Atharva Pandey, Abhilash Neog, Gautam Jajoo

Time-series Foundation Models (TSFMs) have recently emerged as a universal paradigm for learning across diverse temporal domains. However, despite their empirical success, the inte…

cs.CV2025

Open World Scene Graph Generation using Vision Language Models

Amartya Dutta, Kazi Sajeed Mehrab, Medha Sawhney +8

Scene-Graph Generation (SGG) seeks to recognize objects in an image and distill their salient pairwise relationships. Most methods depend on dataset-specific supervision to learn t…

cs.CV2024★ 2 cited

VLM4Bio: A Benchmark Dataset to Evaluate Pretrained Vision-Language Models for Trait Discovery from Biological Images

M. Maruf, Arka Daw, Kazi Sajeed Mehrab +19

Images are increasingly becoming the currency for documenting biodiversity on the planet, providing novel opportunities for accelerating scientific discoveries in the field of orga…

cs.CV2024★ 1 cited

Fish-Vista: A Multi-Purpose Dataset for Understanding & Identification of Traits from Images

Kazi Sajeed Mehrab, M. Maruf, Arka Daw +16

We introduce Fish-Visual Trait Analysis (Fish-Vista), the first organismal image dataset designed for the analysis of visual traits of aquatic species directly from images using pr…