This paper introduces the HumTrans dataset, which is publicly available and primarily designed for humming melody transcription. The dataset can also serve as a foundation for downstream tasks such as humming melody based music generation. It consists of 500 musical compositions of different genres and languages, with each composition divided into multiple segments. In total, the dataset comprises 1000 music segments. To collect this humming dataset, we employed 10 college students, all of whom are either music majors or proficient in playing at least one musical instrument. Each of them hummed every segment twice using the web recording interface provided by our designed website. The humming recordings were sampled at a frequency of 44,100 Hz. During the humming session, the main interface provides a musical score for students to reference, with the melody audio playing simultaneously to aid in capturing both melody and rhythm. The dataset encompasses approximately 56.22 hours of audio, making it the largest known humming dataset to date. The dataset will be released on Hugging Face, and we will provide a GitHub repository containing baseline results and evaluation codes .
HumTrans
Article Summary
This paper introduces the HumTrans dataset, which is publicly available and primarily designed for humming melody transcription. The dataset can also serve as a foundation for downstream tasks such as humming melody based music generation. It consists of 500 musical compositions of different genres and languages, with each composition divided into multiple segments. In total, the dataset comprises 1000 music segments. To collect this humming...
RX Patient Tools
Use these quick guides before reading the article, or return to them when you need help preparing questions for a doctor.
Prepare before seeing a doctor
A simple rural-patient checklist to help you explain symptoms clearly, ask better questions, and avoid unsafe self-treatment.
Which doctor may help?
Start with a registered doctor or the nearest qualified health center.
What to tell the doctor
- Write when the problem started and how it changed.
- Bring old prescriptions, investigation reports, and current medicines.
- Write allergies, pregnancy status, diabetes, kidney/liver disease, and major past illnesses.
- Bring one family member if the patient is weak, elderly, confused, or a child.
Questions to ask
- What is the most likely cause of my symptoms?
- Which danger signs mean I should go to hospital quickly?
- Which tests are necessary now, and which can wait?
- How should I take medicines safely and what side effects should I watch for?
- When should I come for follow-up?
Tests to discuss
- Vital signs: temperature, pulse, blood pressure, oxygen saturation
- Basic physical examination by a clinician
- CBC, urine test, blood sugar, or imaging only when clinically needed
Avoid these mistakes
- Do not use antibiotics, steroid tablets/injections, or strong painkillers without proper medical advice.
- Do not hide pregnancy, kidney disease, ulcer, allergy, or blood thinner use.
- Do not delay emergency care when danger signs are present.
Medicine safety and first-aid guide
This section is for patient education only. It does not replace a doctor, pharmacist, or emergency care.
Safe first steps
- Rest, drink safe water, and observe symptoms carefully.
- Keep a written note of symptoms, duration, temperature, medicines already taken, and allergy history.
- Seek medical care quickly if symptoms are severe, worsening, or unusual for the patient.
OTC medicine safety
- For mild pain or fever, ask a registered pharmacist or doctor before using common over-the-counter pain/fever medicines.
- Do not combine multiple pain medicines without advice, especially if you have kidney disease, liver disease, stomach ulcer, asthma, pregnancy, or take blood thinners.
- Do not give adult medicines to children unless a qualified clinician advises it.
Avoid these mistakes
- Do not start antibiotics without a proper medical decision.
- Do not use steroid tablets or injections casually for quick relief.
- Do not delay emergency care because of home remedies.
Get urgent help if
- Severe symptoms, confusion, fainting, breathing difficulty, chest pain, severe dehydration, or sudden weakness need urgent medical care.
For rural patients and family caregivers
Patient health record and symptom diary
Write your symptoms, medicines already taken, test results, and questions before visiting a doctor. This note stays on your device unless you print or copy it.
Tests to discuss with doctor
- Basic vital signs: temperature, pulse, blood pressure, oxygen level if needed
- Relevant blood, urine, imaging, or specialist tests only after clinical assessment
Questions to ask
- What is the most likely cause of my symptoms?
- Which warning signs mean I should go to emergency care?
- Which tests are really needed now?
- Which medicines are safe for my age, pregnancy status, allergy, kidney/liver/stomach condition, and current medicines?
Emergency warning signs such as chest pain, severe breathing difficulty, sudden weakness, confusion, severe dehydration, major injury, or loss of bladder/bowel control need urgent medical care. Do not wait for online information.
Safe pathway to proper treatment
Care roadmap for: HumTrans
Use this simple roadmap to understand the next safe steps. It is educational and does not replace examination by a doctor.
- Severe or rapidly worsening symptoms
- Breathing difficulty, chest pain, fainting, confusion, severe weakness, major injury, or severe dehydration
-
Step 1
Check danger signs first
If danger signs are present, seek emergency care and do not wait for online information.
-
Step 2
Record the symptom story
Write when symptoms started, severity, medicines already taken, allergies, pregnancy status, and test results.
-
Step 3
Visit a qualified clinician
A doctor, nurse, or qualified healthcare provider can examine you and decide which tests or treatment are needed.
-
Step 4
Do only useful tests
Do tests after clinical assessment. Avoid unnecessary tests, random antibiotics, or repeated medicines without diagnosis.
-
Step 5
Follow up and return early if worse
If symptoms worsen, new warning signs appear, or treatment is not helping, return for review quickly.
Rural patient practical tips
- Take a written symptom diary and all previous prescriptions/test reports.
- Do not hide medicines already taken, even herbal or over-the-counter medicines.
- Ask which warning signs mean urgent referral to hospital.
This roadmap is for education. A real diagnosis and treatment plan requires history, examination, and clinical judgment.
Fact-check note: Reviewed for medical accuracy, clarity, and patient safety.
This history box helps readers understand editorial responsibility. Medical content should be reviewed and updated when evidence, guidelines, or clinical practice changes.
Explore related RX articles
Related guides from RX Harun are grouped to help readers move from overview to symptoms, tests, treatment, and safe next steps.
Cryptocurrency, Bitcoin, and Behind Dark Web Technology- What is Post-Quantum Cryptography? DefinitionCryptography is the practice of protecting information through the use of coded algorithms, hashes, and signatures.…
- How to Choose the Best Crypto NFT Wallet DefinitionNFT is one of the key trends in the field of cryptocurrencies and investments. Due to…
- How To Send Money Abroad And Make International Payments DefinitionThere is an opinion that international trade is available only to large companies, but this isn’t…
- How To Accept Cryptocurrency As A Business? DefinitionDid you know how can businesses use blockchain and profit from it? Yes, that’s not a…
- How Do You Buy And Pay With Cryptocurrency? DefinitionCrypto payments became widely accepted by businesses. Crypto is famous for investment and speculation, though it…
- How Does The Cryptocurrency Transfer Algorithm Work? DefinitionThe blockchain network is a chain of blocks consisting of confirmed transactions. And the blockchain network…
