Impact

The research conducted by Taiwan AI Labs has consistently maintained a leading position in the global research arena. We have assembled top AI experts, scholars, consultants, and talents from within the country, each possessing extensive experience and expertise in their respective fields.

Our team members regularly contribute to highly influential academic journals, publishing the latest research findings. Additionally, we actively participate in significant domestic and international seminars and academic exchange activities to facilitate scholarly communication and collaboration.

We are committed to continuous innovation in the field of artificial intelligence, driving technological advancement, and making positive contributions to the country’s scientific and technological development.

Blog

Speaker Verification and Speaker Retrieval

Speaker verification is the task that given two segments of audio signal, we are supposed to verify whether both signals came from the same identity of the speaker or not. While inferencing, we first transform the audio signal into the corresponding speaker embedding, then calculate the similarity between two embeddings which is used to compare with the certain threshold later.

Healthcare

Extracting The Most Significant and Relevant Relational Facts From Large-Scale Biomedical Literature

pubmedKB is “a novel literature search engine that combines a large number of state-of-the-art text-mining tools optimized to automatically identify the complex relationships between biomedical entities—variants, genes, diseases, and chemicals—in PubMed abstracts” (Li et al.).

Healthcare

The Third-Party Federated Learning Model Interfacing

Federated learning(FL) is a deep learning approach that trains a model across multi-center without data circulation. Without the local training dataset exchangement in each center, the data can be well protected and more private.

Smart City

Hovering Around a Large Scene with Neural Radiance Field

Neural Radiance Field (NeRF) has been a popular topic in computer vision since 2020. By modeling the volumetric scene function with a neural network, NeRF achieves state-of-the-art results for novel view synthesis.

Human Interaction

Enhance MIDI Generation with Harmonic and Rhythmic Features

Music generation at Taiwan AI Labs is based on the generation of note sequences. This approach preserves most details of a piece of music, but to the human ear, music is not only a set of notes, but the patterns that are formed by them. This…

Human Interaction

Investigating the Impact of Facebook Polarization on the 2021 Taiwanese Referendum

Taiwan has four important upcoming referendums on December 18, 2021. “Pork Imports”, “Referendum Dates”, “Nuclear Plant”, “Algae Reef Protection.” According to previous research, disinformation and manipulation of the media could influence public opinion on topics like these referendums. This study will examine how Facebook has affected the polarization of public opinion on these topics over the previous eleven months. The phenomenon of public opinion polarization and the factors affecting policy support and political attitudes will be analyzed using artificial intelligence technology. The polarization impact of pages that demonstrated evidence of potential media manipulation through coordinated behavior were considered. Within these pages, those that were shared most often are referred to as “amplifiers.”

Human Interaction

Exploring Atypical Online Coincidental Behavior on PTT

This study focuses on atypical coincidental behavior on the Taiwan social media, PTT1, to discover attempts to manipulate public opinion during the outbreak of the COVID-19 in Taiwan from May through August 2021.

Human Interaction

The Challenge of Speaker Diarization

Introduction Speaker Diarization is the task to partition audio recordings into segments corresponding to the identity of the speaker. In short, a task to identify “who spoke when”. Speaker diarization can be used to analyze audio data…

Human Interaction

Lyrics-free Singing Voice Generation

The conventional approach to generate singing voices is through singing voice synthesis (SVS) techniques. A human user feeds lyrics and MIDI scores (a sequence of notes) to a well-trained SVS model, and the model generates audio recordings following…

Human Interaction

MuseMorphose: Music Style Transfer with A Transformer VAE

At Taiwan AI Labs, we are constantly pushing the frontier of deep music generation models. In the past year, we have rolled out Guitar Transformer (blog), which can compose human-readable guitar tabs with plausible fingerings, and Compound…

Smart City

It is Enough to Take Only One Image: Re-exposure Images by Reconstructing Radiance Maps

Fig. 1 (Left) original image (Middle) result image of adjusting the brightness directly (Right) result image of adjusting the exposure on our reconstructed radiance map. Nowadays, more and more people like to take pictures with smartphones…

Smart City

360° Depth Estimation

360° videos provide an immersive environment for people to engage, and Taiwan Traveler is a smart online tourism platform that utilizes 360° panoramic views to realize virtual sightseeing experiences. To immerse users in the virtual world,…

Impact

The research conducted by Taiwan AI Labs has consistently maintained a leading position in the global research arena. We have assembled top AI experts, scholars, consultants, and talents from within the country, each possessing extensive experience and expertise in their respective fields.

Our team members regularly contribute to highly influential academic journals, publishing the latest research findings. Additionally, we actively participate in significant domestic and international seminars and academic exchange activities to facilitate scholarly communication and collaboration.

We are committed to continuous innovation in the field of artificial intelligence, driving technological advancement, and making positive contributions to the country’s scientific and technological development.

Blog

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