Search Results for author: Abhay Mittal

Found 3 papers, 1 papers with code

Benchmarking Zero-Shot Recognition with Vision-Language Models: Challenges on Granularity and Specificity

no code implementations28 Jun 2023 Zhenlin Xu, Yi Zhu, Tiffany Deng, Abhay Mittal, Yanbei Chen, Manchen Wang, Paolo Favaro, Joseph Tighe, Davide Modolo

This paper introduces innovative benchmarks to evaluate Vision-Language Models (VLMs) in real-world zero-shot recognition tasks, focusing on the granularity and specificity of prompting text.

Benchmarking Specificity +1

ScaleDet: A Scalable Multi-Dataset Object Detector

no code implementations CVPR 2023 Yanbei Chen, Manchen Wang, Abhay Mittal, Zhenlin Xu, Paolo Favaro, Joseph Tighe, Davide Modolo

Our results show that ScaleDet achieves compelling strong model performance with an mAP of 50. 7 on LVIS, 58. 8 on COCO, 46. 8 on Objects365, 76. 2 on OpenImages, and 71. 8 on ODinW, surpassing state-of-the-art detectors with the same backbone.

 Ranked #1 on Object Detection on OpenImages-v6 (using extra training data)

Object object-detection +1

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