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Abhay Zala

6 accepted papers

2025

Ctrl-Adapter: An Efficient and Versatile Framework for Adapting Diverse Controls to Any Diffusion Model

ICLR 2025oral

ControlNets are widely used for adding spatial control to text-to-image diffusion models. However, when it comes to controllable video generation, ControlNets cannot be directly integrated into new backbones due to feature space mismatches, and training ControlNets for new backbones can be a signifi…

Cited by 21SourcePDFScholar
2023

DALL-Eval: Probing the Reasoning Skills and Social Biases of Text-to-Image Generation Models

ICCV 2023poster

Recently, DALL-E, a multimodal transformer language model, and its variants including diffusion models have shown high-quality text-to-image generation capabilities. However, despite the realistic image generation results, there has not been a detailed analysis of how to evaluate such models. In thi…

Cited by 198PDFcodeScholar
2023

Hierarchical Video-Moment Retrieval and Step-Captioning

CVPR 2023poster

There is growing interest in searching for information from large video corpora. Prior works have studied relevant tasks, such as text-based video retrieval, moment retrieval, video summarization, and video captioning in isolation, without an end-to-end setup that can jointly search from video corpo…

2023

Visual Programming for Step-by-Step Text-to-Image Generation and Evaluation

NeurIPS 2023poster

As large language models have demonstrated impressive performance in many domains, recent works have adopted language models (LMs) as controllers of visual modules for vision-and-language tasks. While existing work focuses on equipping LMs with visual understanding, we propose two novel interpretabl…

Cited by 77SourcePDFScholar
2021

FIXMYPOSE: Pose Correctional Captioning and Retrieval

AAAI 2021technical

Interest in physical therapy and individual exercises such as yoga/dance has increased alongside the well-being trend, and people globally enjoy such exercises at home/office via video streaming platforms. However, such exercises are hard to follow without expert guidance. Even if experts can help,…