Apple

Do Video-Language Models Understand Actions? If Not, How To Fix It? Meet Paxion: A Novel Framework For Patching Action Knowledge in Video-Language Foundation Models

AI ShortsJune 7, 2023

Recent video-language models' (VidLMs) performance on various video-language tasks has been outstanding. Such multimodal models only come with drawbacks. For example, it is shown that vision-language models have difficulty understanding compositional and order relations in images,...

AI Agents Can Learn to Think While Acting: A New AI Research Introduces A Novel Imitation Learning Framework Called Thought Cloning

AI ShortsJune 7, 2023

Language gives humans an extraordinary level of general intellect and sets them apart from all other creatures. Importantly, language not only helps people interact with others better, but it also improves our capacity to think. Before...

Latest Machine Learning Research At Apple Proposes ‘DD-GloVe,’ A Train-Time Debiasing Algorithm To Learn Word Embeddings By Leveraging Dictionary Definitions

AI Paper SummaryOctober 18, 2022

Word embeddings can capture semantic and syntactic similarities between words meaningfully. Word2Vec, GloVe, and FastText are popular embeddings. Despite the growing popularity of contextual...

Researchers at Apple Develop ‘RoomPlan’: An API for Representing Rooms in a 3D Parametric View

AI ShortsOctober 11, 2022

Machine learning (ML) research on 3D scene interpretation has been ongoing for over a decade. For the developer and computer vision communities, a new...

Apple Researchers Develop NeuMan: A Novel Computer Vision Framework that can Generate Neural Human Radiance Field from a Single Video

AI Paper SummarySeptember 3, 2022

Neural Radiance Fields (NeRF) were first developed, greatly enhancing the quality of new vision synthesis. It was first suggested as a way to rebuild...

Researchers at Apple developed Fairness Optimized Reweighting via Meta-Learning (FORML), a Machine Learning Training Algorithm that balances Fairness and Robustness with Accuracy by jointly...

AI Paper SummaryAugust 30, 2022

Deep neural networks are used in machine learning applications such as image classification, audio recognition, natural language comprehension, and healthcare. Despite modern DNN architectures'...

Researchers at Apple Develop Texturify: A GAN-based Approach for Generating Textures on 3D Shape Surfaces

AI Paper SummaryAugust 21, 2022

The development of 3D content for visual consumption in movies, video games, and mixed reality environments is one of many application areas where it...

Apple ML Researchers Propose A Self-Supervised Method For Learning Representations of Geographic Locations From Unlabeled GPS Trajectories to Solve Downstream Geospatial Computer Vision Tasks

AppleAugust 9, 2022

Graphs are fundamental data structures in many fields spanning vast applications, be it recommendation systems, communication, social, or biological networks. Road networks, point clouds,...

Apple AI Researchers Propose GAUDI: a Generative Model That Captures Distributions of Complex and Realistic 3D Scenes

AI Paper SummaryAugust 3, 2022

Progress in 3D generative models is desperately needed if learning systems are to comprehend and build 3D spaces. The researchers honor Antoni Gaud, whose...

Apple AI Researchers Develop GMPIs (Generative Multiplane Images) For Making A 2D GAN 3D-Aware

AI Paper SummaryJuly 28, 2022

Using a given training dataset as a guide, generative adversarial networks (GANs) have achieved excellent results when sampling new pictures that are "similar" to...

Apple Researchers Developed an Adaptive Bayesian Learning Agent That Employs a Novel Form of Dynamic Memory for Interpretable Sequential Optimisation

AI Paper SummaryJuly 15, 2022

The practice of gradually learning from data to make better judgments over time is known as sequential optimization. It is frequently phrased in the...

Apple AI Researchers Introduce ‘MobileOne’, a Novel Mobile Backbone that Cuts Inference Time to Under One Millisecond on an iPhone12

AI Paper SummaryJune 19, 2022

In a recent research paper, a group of researchers from Apple emphasized that the problem is to reduce the expense of latency while increasing...

In The Latest Research, Apple ML Researchers Explain How They Developed Apple Neural Scene Analyzer (ANSA), A Unified Backbone To Build And Maintain Scene...

AI Paper SummaryJune 13, 2022

This Article is written as a summay by Marktechpost Staff based on the research article 'A Multi-Task Neural Architecture for On-Device Scene Analysis'. All...