Search Results for author: Rezaul Karim

Found 8 papers, 1 papers with code

Understanding Video Transformers for Segmentation: A Survey of Application and Interpretability

no code implementations18 Oct 2023 Rezaul Karim, Richard P. Wildes

In this survey, we address the above with a thorough discussion of various categories of video segmentation, a component-wise discussion of the state-of-the-art transformer-based models, and a review of related interpretability methods.

Segmentation Video Segmentation +1

DESTINE: Dynamic Goal Queries with Temporal Transductive Alignment for Trajectory Prediction

no code implementations11 Oct 2023 Rezaul Karim, Soheil Mohamad Alizadeh Shabestary, Amir Rasouli

Predicting temporally consistent road users' trajectories in a multi-agent setting is a challenging task due to unknown characteristics of agents and their varying intentions.

Trajectory Prediction

Multiscale Memory Comparator Transformer for Few-Shot Video Segmentation

1 code implementation15 Jul 2023 Mennatullah Siam, Rezaul Karim, He Zhao, Richard Wildes

We present a meta-learned Multiscale Memory Comparator (MMC) for few-shot video segmentation that combines information across scales within a transformer decoder.

Segmentation Semantic Segmentation +3

A Unified Multiscale Encoder-Decoder Transformer for Video Segmentation

no code implementations CVPR 2023 Rezaul Karim, He Zhao, Richard P. Wildes, Mennatullah Siam

In this paper, we present an end-to-end trainable unified multiscale encoder-decoder transformer that is focused on dense prediction tasks in video.

Action Segmentation Optical Flow Estimation +6

Distributed Iterative Gating Networks for Semantic Segmentation

no code implementations28 Sep 2019 Rezaul Karim, Md Amirul Islam, Neil D. B. Bruce

In this paper, we present a canonical structure for controlling information flow in neural networks with an efficient feedback routing mechanism based on a strategy of Distributed Iterative Gating (DIGNet).

Semantic Segmentation

Recurrent Iterative Gating Networks for Semantic Segmentation

no code implementations20 Nov 2018 Rezaul Karim, Md Amirul Islam, Neil D. B. Bruce

The iterative nature of this mechanism allows for gating to spread in both spatial extent and feature space.

Semantic Segmentation

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