Papers Key Detection
“Key Detection” 태그가 달린 논문 15편 · 필터 해제
SonicVerse: Multi-Task Learning for Music Feature-Informed Captioning
Detailed captions that accurately reflect the characteristics of a music piece can enrich music databases and drive forward research in music AI. This paper introduces a multi-task music captioning model, SonicVerse, tha…
Caption GenerationDescriptiveKey DetectionLarge Language Model+2CMI-Bench: A Comprehensive Benchmark for Evaluating Music Instruction Following
Recent advances in audio-text large language models (LLMs) have opened new possibilities for music understanding and generation. However, existing benchmarks are limited in scope, often relying on simplified tasks or mul…
Beat TrackingGenre classificationInformation RetrievalInstruction Following+5Teaching LLMs Music Theory with In-Context Learning and Chain-of-Thought Prompting: Pedagogical Strategies for Machines
This study evaluates the baseline capabilities of Large Language Models (LLMs) like ChatGPT, Claude, and Gemini to learn concepts in music theory through in-context learning and chain-of-thought prompting. Using carefull…
In-Context LearningKey DetectionMyna: Masking-Based Contrastive Learning of Musical Representations
We present Myna, a simple yet effective approach for self-supervised musical representation learning. Built on a contrastive learning framework, Myna introduces two key innovations: (1) the use of a Vision Transformer (V…
Contrastive LearningData AugmentationGPUKey Detection+1MuQ: Self-Supervised Music Representation Learning with Mel Residual Vector Quantization
Recent years have witnessed the success of foundation models pre-trained with self-supervised learning (SSL) in various music informatics understanding tasks, including music tagging, instrument classification, key detec…
Contrastive LearningKey DetectionMusic TaggingQuantization+2Parameter-Efficient Transfer Learning for Music Foundation Models
More music foundation models are recently being released, promising a general, mostly task independent encoding of musical information. Common ways of adapting music foundation models to downstream tasks are probing and …
Key DetectionMusic Auto-TaggingTransfer LearningWeb Scale Graph Mining for Cyber Threat Intelligence
Defending against today's increasingly sophisticated and large-scale cyberattacks demands accurate, real-time threat intelligence. Traditional approaches struggle to scale, integrate diverse telemetry, and adapt to a con…
Graph MiningKey DetectionUGAD: Universal Generative AI Detector utilizing Frequency Fingerprints
In the wake of a fabricated explosion image at the Pentagon, an ability to discern real images from fake counterparts has never been more critical. Our study introduces a novel multi-modal approach to detect AI-generated…
Key DetectionPredicting SSH keys in Open SSH Memory dumps
As the digital landscape evolves, cybersecurity has become an indispensable focus of IT systems. Its ever-escalating challenges have amplified the importance of digital forensics, particularly in the analysis of heap dum…
Graph Neural NetworkKey DetectionRemoving Human Bottlenecks in Bird Classification Using Camera Trap Images and Deep Learning
Birds are important indicators for monitoring both biodiversity and habitat health; they also play a crucial role in ecosystem management. Decline in bird populations can result in reduced eco-system services, including …
Key DetectionSpecificityCadence Detection in Symbolic Classical Music using Graph Neural Networks
Cadences are complex structures that have been driving music from the beginning of contrapuntal polyphony until today. Detecting such structures is vital for numerous MIR tasks such as musicological analysis, key detecti…
Key DetectionNode ClassificationRhythmDeeper Convolutional Neural Networks and Broad Augmentation Policies Improve Performance in Musical Key Estimation
In recent years, complex convolutional neural network architectures such as the Inception architecture have been shown to offer significant improvements over previous architectures in image classification. So far, little…
image-classificationInformation RetrievalKey DetectionMusic Information Retrieval+1Codified audio language modeling learns useful representations for music information retrieval
We demonstrate that language models pre-trained on codified (discretely-encoded) music audio learn representations that are useful for downstream MIR tasks. Specifically, we explore representations from Jukebox (Dhariwal…
Emotion RecognitionGenre classificationInformation RetrievalKey Detection+7Audio Content Analysis
Preprint for a book chapter introducing Audio Content Analysis. With a focus on Music Information Retrieval systems, this chapter defines musical audio content, introduces the general process of audio content analysis, a…
Emotion RecognitionGeneral ClassificationGenre classificationInformation Retrieval+7DeepKey: Towards End-to-End Physical Key Replication From a Single Photograph
This paper describes DeepKey, an end-to-end deep neural architecture capable of taking a digital RGB image of an 'everyday' scene containing a pin tumbler key (e.g. lying on a table or carpet) and fully automatically inf…
Key Detection