Search Results for author: Mohammad Saeed Ebrahimi Saadabadi

Found 9 papers, 1 papers with code

Hyperspherical Classification with Dynamic Label-to-Prototype Assignment

1 code implementation25 Mar 2024 Mohammad Saeed Ebrahimi Saadabadi, Ali Dabouei, Sahar Rahimi Malakshan, Nasser M. Nasrabad

Aiming to enhance the utilization of metric space by the parametric softmax classifier, recent studies suggest replacing it with a non-parametric alternative.

Classification

Towards Generalizable Morph Attack Detection with Consistency Regularization

no code implementations20 Aug 2023 Hossein Kashiani, Niloufar Alipour Talemi, Mohammad Saeed Ebrahimi Saadabadi, Nasser M. Nasrabadi

The proposed consistency regularization aligns the abstraction in the hidden layers of our model across the morph attack images which are generated from diverse domains in the wild.

MORPH

Deep Boosting Multi-Modal Ensemble Face Recognition with Sample-Level Weighting

no code implementations18 Aug 2023 Sahar Rahimi Malakshan, Mohammad Saeed Ebrahimi Saadabadi, Nima Najafzadeh, Nasser M. Nasrabadi

Deep convolutional neural networks have achieved remarkable success in face recognition (FR), partly due to the abundant data availability.

Face Recognition

CCFace: Classification Consistency for Low-Resolution Face Recognition

no code implementations18 Aug 2023 Mohammad Saeed Ebrahimi Saadabadi, Sahar Rahimi Malakshan, Hossein Kashiani, Nasser M. Nasrabadi

However, these methods have shown a significant decline in performance when applied to real-world low-resolution benchmarks like TinyFace or SCFace.

Classification Classification Consistency +4

AAFACE: Attribute-aware Attentional Network for Face Recognition

no code implementations14 Aug 2023 Niloufar Alipour Talemi, Hossein Kashiani, Sahar Rahimi Malakshan, Mohammad Saeed Ebrahimi Saadabadi, Nima Najafzadeh, Mohammad Akyash, Nasser M. Nasrabadi

In this paper, we present a new multi-branch neural network that simultaneously performs soft biometric (SB) prediction as an auxiliary modality and face recognition (FR) as the main task.

Attribute Face Recognition

Frequency Disentangled Features in Neural Image Compression

no code implementations4 Aug 2023 Ali Zafari, Atefeh Khoshkhahtinat, Piyush Mehta, Mohammad Saeed Ebrahimi Saadabadi, Mohammad Akyash, Nasser M. Nasrabadi

The design of a neural image compression network is governed by how well the entropy model matches the true distribution of the latent code.

Disentanglement Image Compression +1

A Quality Aware Sample-to-Sample Comparison for Face Recognition

no code implementations6 Jun 2023 Mohammad Saeed Ebrahimi Saadabadi, Sahar Rahimi Malakshan, Ali Zafari, Moktari Mostofa, Nasser M. Nasrabadi

Our method adaptively finds and assigns more attention to the recognizable low-quality samples in the training datasets.

Face Recognition

Pose Attention-Guided Profile-to-Frontal Face Recognition

no code implementations15 Sep 2022 Moktari Mostofa, Mohammad Saeed Ebrahimi Saadabadi, Sahar Rahimi Malakshan, Nasser M. Nasrabadi

Second, we develop a novel pose attention block (PAB) to specially guide the pose-agnostic feature extraction from profile faces.

Face Recognition Representation Learning

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