Boost Few-Shot Instance Accuracy 12% Without Fine-Tuning

:::info Authors: (1) Umberto Michieli, Samsung Research UK; (2) Jijoong Moon, Samsung Research Korea; (3) Daehyun Kim, Samsung Research Korea; (4) Mete Ozay, Samsung Research UK. ::: Table of Links Abstract and 1. Introduction Few-Shot Personalized Instance Recognition Object-Conditioned Bag of Instances Experimental Results Conclusion References ABSTRACT Nowadays, users demand for increased personalization of vision … Read more

Need Precision Plankton Counts? Why YOLOv5 Shines, But YOLOv8 Adapts

Table of Links Abstract and I Introduction II. Literature Review III. Method of the Study IV. Result and Discussion V. Conclusion, Acknowledgment, and References IV. RESULT AND DISCUSSION For object detection, we employed the YOLOv5 model and YOLOv8 model by utilizing YOLOv5s and YOLOv8s pretrained models respectively. We primarily relied on precision, recall, F-score, and … Read more

Train YOLO in 10 Epochs: A Lean Recipe for Marine Micro-Object Detection

Table of Links Abstract and I Introduction II. Literature Review III. Method of the Study IV. Result and Discussion V. Conclusion, Acknowledgment, and References III. METHODOLOGY OF THE STUDY In this experimental study, researchers conducted imaging of Artemia nauplii in various saltwater samples saturated with nanoparticles. The process involved capturing images of the nauplii under … Read more

Nasdaq to Invest $50M in Winklevoss Twins’ Gemini Crypto Exchange: Reuters

Gemini, the cryptocurrency exchange founded by Cameron and Tyler Winklevoss, is preparing to go public with Nasdaq as both its listing venue and an investor, Reuters reported Tuesday, citing sources familiar with the matter. According to the news outlet, Nasdaq has agreed to buy $50 million worth of Gemini shares in a private placement tied … Read more

Comparative Study of YOLOv5 and YOLOv8 for Challenging Aquatic Object Detection

:::info Authors: (1) Mahmudul Islam, Masum School of Computing and Information Sciences, Florida International University Miami, USA (mmasu004@fiu.edu); (2) Arif Sarwat, Department of Electrical and Computer Engineering, Florida International University Miami, USA (asarwat@fiu.edu); (3) Hugo Riggs,Department of Electrical and Computer Engineering, Florida International University Miami, USA (hrigg002@fiu.edu); (4) Alicia Boymelgreen, Department of Mechanical and Materials … Read more

RNN-Aided Dead-Reckoning: IMU-Only Navigation for Cost-Efficient AUV Fleets

:::info Authors: (1) Ivar Bjørgo Saksvik, Department of Mechanical, Electronic and Chemical Engineering Oslo Metropolitan University, Oslo, Norway (s309664@oslomet.no); (2) Alex Alcoce,r Department of Mechanical, Electronic and Chemical Engineering Oslo Metropolitan University, Oslo, Norway (alepen@oslomet.no); (3) Vahid Hassani, Department of Mechanical, Electronic and Chemical Engineering Oslo Metropolitan University, Oslo, Norway (vahidhas@oslomet.no). ::: Table of Links … Read more

Genki will pay Nintendo damages over 3D-printed Switch 2

The 3D-printed Switch 2 mockup that started Nintendo’s dispute with Genki. Nintendo has settled the lawsuit it filed against accessory maker Genki over the Switch 2 mockup it showcased at CES before the console was officially revealed, and accessories it promoted using the Switch 2 name. Genki’s parent company, Human Things, will pay Nintendo an … Read more

Bitcoin, Ether, XRP Face September Test After Biggest Whale Distribution in Years

Bitcoin (BTC) held just under $112,000 on Monday as traders weighed the largest whale sell-off in more than two years against signs of long-term accumulation and resilient altcoin performance. On-chain trackers at CryptoQuant have flagged over 100,000 BTC — worth approximately $12.7 billion — as exiting major wallets in the past 30 days. Analyst caueconomy … Read more

Patient-Specific CNN-RNN for Lung-Sound Detection With 4× Smaller Memory

Table of Links Abstract and I Introduction II. Materials and Methods III. Results and Discussions IV. Conclusion and References III. RESULTS AND DISCUSSIONS A. Generalized Model Firstly, we evaluated our model on four class breathing cycle using micro and macro metrics described in section II-B. To compare our results with traditionally used CNN architectures, we … Read more

Dataset, Features, Model, and Quantization Strategy for Respiratory Sound Classification

Table of Links Abstract and I Introduction II. Materials and Methods III. Results and Discussions IV. Conclusion and References II. MATERIALS AND METHODS A. Dataset For this work we have used the International Conference on Biomedical and Health Informatics (ICBHI’17) scientific challenge respiratory sound database [39]. This is the largest publicly available respiratory sound database. … Read more

Patient-Specific CNN-RNN for Wheeze and Crackle Detection with 4× Memory Savings

:::info Authors: (1) Jyotibdha Acharya (Student Member, IEEE), HealthTech NTU, Interdisciplinary Graduate Program, Nanyang Technological University, Singapore; (2) Arindam Basu (Senior Member, IEEE), School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore. ::: Table of Links Abstract and I Introduction II. Materials and Methods III. Results and Discussions IV. Conclusion and References Abstract—The primary … Read more

SwissBorg’s SOL Earn Wallet Exploited for $41.5M After Partner’s API Is Compromised

Crypto exchange SwissBorg said about 192,600 SOL ($41.5 million) was stolen from an external wallet used exclusively for its SOL Earn strategy on Monday. The exploit stemmed from a partner’s compromised application programming interface (API), a mechanism that allows software systems to communicate with one another, affecting a single counterparty, the exchange said in a … Read more

Nebius-Microsoft $17.4B Deal Lifts AI Mining Stocks in Pre-Market Trading

Nebius Group (NBIS) shares soared 47% in pre-market trading after the company said it signed an agreement to supply Microsoft (MSFT) with graphic processing units (GPUs) in a deal Reuters valued at $17.4 billion over five years. The contract is worth more than the Amsterdam-based company’s entire market capitalization, currently $15.29 billion. According to Reuters, … Read more

Cut 90% of Fine-Tuning Cost—Still Beat Baselines on Text and Vision Benchmarks

Table of Links Abstract and 1. Introduction Related Work Preliminaries Proposed Method Experimental Setup Results and Analysis Discussion and Conclusion, and References A. The Connection Between Prefix-tuning and Hypernetwork B. Number of Tunable Parameters C. Input-output formats 6. Results and Analysis We design a series of experiments for pure language and V&L tasks on both … Read more

Dataset Splits, Vision Encoder, and Hyper-PELT Implementation Details

Table of Links Abstract and 1. Introduction Related Work Preliminaries Proposed Method Experimental Setup Results and Analysis Discussion and Conclusion, and References A. The Connection Between Prefix-tuning and Hypernetwork B. Number of Tunable Parameters C. Input-output formats 5. Experimental Setup 5.1. Datasets Our framework is evaluated on the GLUE benchmark (Wang et al., 2019b) in … Read more

One Tiny Hypernetwork to Rule All Tasks and Modalities

Table of Links Abstract and 1. Introduction Related Work Preliminaries Proposed Method Experimental Setup Results and Analysis Discussion and Conclusion, and References A. The Connection Between Prefix-tuning and Hypernetwork B. Number of Tunable Parameters C. Input-output formats 2. Related Work In this section, we review recent research on parameter-efficient tuning for pure language and V&L … Read more

Cut Fine-Tuning Cost: Adapt LMs to Multi-Modal Tasks with

:::info Authors: (1) Zhengkun Zhang, with Equal contribution from Work is done at the internship of Noah’s Ark Lab, Huawei Technologies (2) Wenya Guo and TKLNDST, CS, Nankai University, China (yangzl@nankai.edu.cn); (3) Xiaojun Meng, with Equal contribution from Noah’s Ark Lab, Huawei Technologies; (4) Yasheng Wang, Noah’s Ark Lab, Huawei Technologies; (5) Yadao Wang, Noah’s … Read more