ViM-Disparity: Bridging the Gap of Speed, Accuracy and Memory for Disparity Map Generation

In this work we propose a Visual Mamba (ViM) based architecture, to dissolve the existing trade-off for real-time and accurate model with low computation overhead for disparity map generation (DMG). Moreover, we proposed a performance measure that can jointly evaluate the inference speed, computation overhead and the accurateness of a DMG model. The code implementation and corresponding models are available at: https://github.com/MBora/ViM-Disparity.

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Publication Details

Published
2025-03-12
DOI
https://doi.org/10.1109/icassp49660.2025.10888223
Primary Topic
Domain Adaptation and Few-Shot Learning
Type
article
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article

ViM-Disparity: Bridging the Gap of Speed, Accuracy and Memory for Disparity Map Generation

Aritra Mukherjee, Abhijit Das, Tushar Anand, Saurabh Atreya et al.
Domain Adaptation and Few-Shot Learning
article

ViM-Disparity: Bridging the Gap of Speed, Accuracy and Memory for Disparity Map Generation

Aritra Mukherjee, Abhijit Das, Tushar Anand, Saurabh Atreya, Maheswar Bora
article en

Abstract

In this work we propose a Visual Mamba (ViM) based architecture, to dissolve the existing trade-off for real-time and accurate model with low computation overhead for disparity map generation (DMG). Moreover, we proposed a performance measure that can jointly evaluate the inference speed, computation overhead and the accurateness of a DMG model. The code implementation and corresponding models are available at: https://github.com/MBora/ViM-Disparity.

Birla Institute of Technology and Science, Pilani (IN)
Affordable and clean energy
Openalex Percentile: Top 98%
Domain Adaptation and Few-Shot Learning
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