Search Results for author: Muhammad Kamran Janjua

Found 10 papers, 3 papers with code

GVFs in the Real World: Making Predictions Online for Water Treatment

no code implementations4 Dec 2023 Muhammad Kamran Janjua, Haseeb Shah, Martha White, Erfan Miahi, Marlos C. Machado, Adam White

In this paper we investigate the use of reinforcement-learning based prediction approaches for a real drinking-water treatment plant.

Time Series Prediction

Movement-induced Priors for Deep Stereo

1 code implementation18 Oct 2020 Yuxin Hou, Muhammad Kamran Janjua, Juho Kannala, Arno Solin

We propose a method for fusing stereo disparity estimation with movement-induced prior information.

Disparity Estimation Stereo Disparity Estimation

Deep Latent Space Learning for Cross-modal Mapping of Audio and Visual Signals

no code implementations18 Sep 2019 Shah Nawaz, Muhammad Kamran Janjua, Ignazio Gallo, Arif Mahmood, Alessandro Calefati

We quantitatively and qualitatively evaluate the proposed approach on VoxCeleb, a benchmarks audio-visual dataset on a multitude of tasks including cross-modal verification, cross-modal matching, and cross-modal retrieval.

Cross-Modal Retrieval Retrieval

Do Cross Modal Systems Leverage Semantic Relationships?

no code implementations3 Sep 2019 Shah Nawaz, Muhammad Kamran Janjua, Ignazio Gallo, Arif Mahmood, Alessandro Calefati, Faisal Shafait

Our proposed measure evaluates the semantic similarity between the image and text representations in the latent embedding space.

Cross-Modal Retrieval Retrieval +2

Learning Inward Scaled Hypersphere Embedding: Exploring Projections in Higher Dimensions

no code implementations16 Oct 2018 Muhammad Kamran Janjua, Shah Nawaz, Alessandro Calefati, Ignazio Gallo

Majority of the current dimensionality reduction or retrieval techniques rely on embedding the learned feature representations onto a computable metric space.

Dimensionality Reduction General Classification +1

Image and Encoded Text Fusion for Multi-Modal Classification

1 code implementation3 Oct 2018 Ignazio Gallo, Alessandro Calefati, Shah Nawaz, Muhammad Kamran Janjua

To learn feature representations of resulting images, standard Convolutional Neural Networks (CNNs) are employed for the classification task.

General Classification Multi-modal Classification

Seeing Colors: Learning Semantic Text Encoding for Classification

no code implementations31 Aug 2018 Shah Nawaz, Alessandro Calefati, Muhammad Kamran Janjua, Ignazio Gallo

The question we answer with this work is: can we convert a text document into an image to exploit best image classification models to classify documents?

General Classification Image Classification +2

Git Loss for Deep Face Recognition

1 code implementation23 Jul 2018 Alessandro Calefati, Muhammad Kamran Janjua, Shah Nawaz, Ignazio Gallo

Conventionally, CNNs have been trained with softmax as supervision signal to penalize the classification loss.

Face Identification Face Recognition +1

Revisiting Cross Modal Retrieval

no code implementations19 Jul 2018 Shah Nawaz, Muhammad Kamran Janjua, Alessandro Calefati, Ignazio Gallo

We show that text encodings can capture semantic relationships between multiple modalities.

Cross-Modal Retrieval Retrieval

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