13 papers
A Survey on Foundations and Frontiers of Multimodal Agentic Frameworks: Techniques and Applications
Neel Mokaria, Rishie Raj, Dheeraj Baiju +13
Advances in large language models (LLMs) have fueled a wave of research into agency: the ability to reason, plan, and act. This effort has produced agentic frameworks that orchestr…
Through the PRISM: Principle-Aware, Interpretable, and Multi-Scale Evaluation of Visual Designs
Mona Gandhi, KJ Joseph, Srinivasan Parthasarathy +1
Effective visual communication stems from the harmony of multiple design principles, such as readability, contrast, alignment, overlap, and coherence, which collectively govern cla…
Object-WIPER : Training-Free Object and Associated Effect Removal in Videos
Saksham Singh Kushwaha, Sayan Nag, Yapeng Tian +1
In this paper, we introduce Object-WIPER, a training-free framework for removing dynamic objects and their associated visual effects from videos, and inpainting them with semantica…
Localizing Knowledge in Diffusion Transformers
Arman Zarei, Samyadeep Basu, Keivan Rezaei +3
Understanding how knowledge is distributed across the layers of generative models is crucial for improving interpretability, controllability, and adaptation. While prior work has e…
SliderEdit: Continuous Image Editing with Fine-Grained Instruction Control
Arman Zarei, Samyadeep Basu, Mobina Pournemat +3
Instruction-based image editing models have recently achieved impressive performance, enabling complex edits to an input image from a multi-instruction prompt. However, these model…
AURA: A Fine-Grained Benchmark and Decomposed Metric for Audio-Visual Reasoning
Siminfar Samakoush Galougah, Rishie Raj, Sanjoy Chowdhury +2
Current audio-visual (AV) benchmarks focus on final answer accuracy, overlooking the underlying reasoning process. This makes it difficult to distinguish genuine comprehension from…