Ziad Al-Halah | DeepAI

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∙ 07/10/2023

Learning Spatial Features from Audio-Visual Correspondence in Egocentric Videos

We propose a self-supervised method for learning representations based o...

0 Sagnik Majumder, et al. ∙

∙ 06/28/2023

SpotEM: Efficient Video Search for Episodic Memory

The goal in episodic memory (EM) is to search a long egocentric video to...

0 Santhosh Kumar Ramakrishnan, et al. ∙

∙ 01/18/2023

A Domain-Agnostic Approach for Characterization of Lifelong Learning Systems

Despite the advancement of machine learning techniques in recent years, ...

9 Megan M. Baker, et al. ∙

∙ 01/02/2023

NaQ: Leveraging Narrations as Queries to Supervise Episodic Memory

Searching long egocentric videos with natural language queries (NLQ) has...

0 Santhosh Kumar Ramakrishnan, et al. ∙

∙ 06/08/2022

Few-Shot Audio-Visual Learning of Environment Acoustics

Room impulse response (RIR) functions capture how the surrounding physic...

8 Sagnik Majumder, et al. ∙

∙ 02/05/2022

Zero Experience Required: Plug Play Modular Transfer Learning for Semantic Visual Navigation

In reinforcement learning for visual navigation, it is common to develop...

0 Ziad Al-Halah, et al. ∙

∙ 02/02/2022

Active Audio-Visual Separation of Dynamic Sound Sources

We explore active audio-visual separation for dynamic sound sources, whe...

1 Sagnik Majumder, et al. ∙

∙ 01/25/2022

PONI: Potential Functions for ObjectGoal Navigation with Interaction-free Learning

State-of-the-art approaches to ObjectGoal navigation rely on reinforceme...

1 Santhosh Kumar Ramakrishnan, et al. ∙

∙ 05/15/2021

Move2Hear: Active Audio-Visual Source Separation

We introduce the active audio-visual source separation problem, where an...

6 Sagnik Majumder, et al. ∙

∙ 02/03/2021

Environment Predictive Coding for Embodied Agents

We introduce environment predictive coding, a self-supervised approach t...

1 Santhosh K. Ramakrishnan, et al. ∙

∙ 12/21/2020

Semantic Audio-Visual Navigation

Recent work on audio-visual navigation assumes a constantly-sounding tar...

0 Changan Chen, et al. ∙

∙ 11/17/2020

Modeling Fashion Influence from Photos

The evolution of clothing styles and their migration across the world is...

5 Ziad Al-Halah, et al. ∙

∙ 08/21/2020

Learning to Set Waypoints for Audio-Visual Navigation

In audio-visual navigation, an agent intelligently travels through a com...

0 Changan Chen, et al. ∙

∙ 08/21/2020

Occupancy Anticipation for Efficient Exploration and Navigation

State-of-the-art navigation methods leverage a spatial memory to general...

1 Santhosh K. Ramakrishnan, et al. ∙

∙ 05/04/2020

VisualEchoes: Spatial Image Representation Learning through Echolocation

Several animal species (e.g., bats, dolphins, and whales) and even visua...

3 Ruohan Gao, et al. ∙

∙ 04/03/2020

From Paris to Berlin: Discovering Fashion Style Influences Around the World

The evolution of clothing styles and their migration across the world is...

0 Ziad Al-Halah, et al. ∙

∙ 12/24/2019

Audio-Visual Embodied Navigation

Moving around in the world is naturally a multisensory experience, but t...

15 Changan Chen, et al. ∙

∙ 07/14/2019

Smile, be Happy :) Emoji Embedding for Visual Sentiment Analysis

Due to the lack of large-scale datasets, the prevailing approach in visu...

1 Ziad Al-Halah, et al. ∙

∙ 12/01/2018

Towards Traversing the Continuous Spectrum of Image Retrieval

Image retrieval is one of the most popular tasks in computer vision. How...

0 Ziad Al-Halah, et al. ∙

∙ 10/30/2018

Informed Democracy: Voting-based Novelty Detection for Action Recognition

Novelty detection is crucial for real-life applications. While it is com...

2 Alina Roitberg, et al. ∙

∙ 05/18/2017

Fashion Forward: Forecasting Visual Style in Fashion

What is the future of fashion? Tackling this question from a data-driven...

0 Ziad Al-Halah, et al. ∙

∙ 11/22/2016

Relaxed Earth Mover's Distances for Chain- and Tree-connected Spaces and their use as a Loss Function in Deep Learning

The Earth Mover's Distance (EMD) computes the optimal cost of transformi...

0 Manuel Martinez, et al. ∙

∙ 10/15/2016

Recovering the Missing Link: Predicting Class-Attribute Associations for Unsupervised Zero-Shot Learning

Collecting training images for all visual categories is not only expensi...

0 Ziad Al-Halah, et al. ∙

∙ 04/01/2016

How to Transfer? Zero-Shot Object Recognition via Hierarchical Transfer of Semantic Attributes

Attribute based knowledge transfer has proven very successful in visual ...

0 Ziad Al-Halah, et al. ∙

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