Search Results for author: Mohammad Omama

Found 5 papers, 1 papers with code

Any2Any: Incomplete Multimodal Retrieval with Conformal Prediction

no code implementations15 Nov 2024 Po-han Li, Yunhao Yang, Mohammad Omama, Sandeep Chinchali, Ufuk Topcu

Autonomous agents perceive and interpret their surroundings by integrating multimodal inputs, such as vision, audio, and LiDAR.

Conformal Prediction Imputation +1

Exploiting Distribution Constraints for Scalable and Efficient Image Retrieval

no code implementations9 Oct 2024 Mohammad Omama, Po-han Li, Sandeep P. Chinchali

Addressing efficiency, we introduce Single-shot Similarity Space Distillation ((SS)$_2$D), a novel approach to learn embeddings with adaptive sizes that offers a better trade-off between size and performance.

Image Retrieval Retrieval

Towards Neuro-Symbolic Video Understanding

2 code implementations16 Mar 2024 Minkyu Choi, Harsh Goel, Mohammad Omama, Yunhao Yang, Sahil Shah, Sandeep Chinchali

The unprecedented surge in video data production in recent years necessitates efficient tools to extract meaningful frames from videos for downstream tasks.

Video Understanding

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