activity
20242026
most citedThinking Outside the BBox: Unconstrained Generative Object Compositing

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

collaborators

6 papers

cs.CV2026

FiLM-CAM: Keyed Feature Modulation for Conditional-Access Watermarking

Yash Kulthe, Vishal Asnani, Shruti Agarwal +2

We propose FiLM-CAM; a conditional-access image watermarking approach that enforces authorized encoding, decoding, and removal through keyed feature modulation. A secret key condit…

cs.CV2025

MultiNeRF: Multiple Watermark Embedding for Neural Radiance Fields

Yash Kulthe, Andrew Gilbert, John Collomosse

We present MultiNeRF, a 3D watermarking method that embeds multiple uniquely keyed watermarks within images rendered by a single Neural Radiance Field (NeRF) model, whilst maintain…

cs.CY2025

Content ARCs: Decentralized Content Rights in the Age of Generative AI

Kar Balan, Andrew Gilbert, John Collomosse

The rise of Generative AI (GenAI) has sparked significant debate over balancing the interests of creative rightsholders and AI developers. As GenAI models are trained on vast datas…

cs.CV2025

Multitwine: Multi-Object Compositing with Text and Layout Control

Gemma Canet Tarrés, Zhe Lin, Zhifei Zhang +4

We introduce the first generative model capable of simultaneous multi-object compositing, guided by both text and layout. Our model allows for the addition of multiple objects with…

eess.IV2024★ 1 cited

PDFed: Privacy-Preserving and Decentralized Asynchronous Federated Learning for Diffusion Models

Kar Balan, Andrew Gilbert, John Collomosse

We present PDFed, a decentralized, aggregator-free, and asynchronous federated learning protocol for training image diffusion models using a public blockchain. In general, diffusio…

cs.CV2024★ 1 cited

Thinking Outside the BBox: Unconstrained Generative Object Compositing

Gemma Canet Tarrés, Zhe Lin, Zhifei Zhang +6

Compositing an object into an image involves multiple non-trivial sub-tasks such as object placement and scaling, color/lighting harmonization, viewpoint/geometry adjustment, and s…