Video Tagging intends to infer multiple tags spanning relevant content for a given video. Typically, video tags are freely defined and uploaded by a variety of users, so they have two characteristics: abundant in quantity and disordered intra-video. It is difficult for the existing multi-label classification and generation methods to adapt directly to this task. This paper proposes a novel generative model, Order-Prompted Tag Sequence Generation (OP-TSG), according to the above characteristics. It regards video tagging as a tag sequence generation problem guided by sample-dependent order prompts. These prompts are semantically aligned with tags and enable to decouple tag generation order, making the model focus on modeling the tag dependencies. Moreover, the word-based generation strategy enables the model to generate novel tags. To verify the effectiveness and generalization of the proposed method, a Chinese video tagging benchmark CREATE-tagging, and an English image tagging benchmark Pexel-tagging are established. Extensive results show that OP-TSG is significantly superior to other methods, especially the results on rare tags improve by 3.3% and 3% over SOTA methods on CREATE-tagging and Pexel-tagging, and novel tags generated on CREATE-tagging exhibit a tag gain of 7.04%.
Order-Prompted Tag Sequence Generation for Video Tagging
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Video Tagging intends to infer multiple tags spanning relevant content for a given video. Typically, video tags are freely defined and uploaded by a variety of users, so they have two characteristics: abundant in quantity and disordered intra-video. It is difficult for the existing multi-label...
For severe symptoms, danger signs, pregnancy, child illness, or sudden worsening, seek urgent medical care.
বাংলা রোগী নোট এখনো যোগ করা হয়নি। পোস্ট এডিটরে “RX Bangla Patient Mode” বক্স থেকে সহজ বাংলা সারাংশ যোগ করুন।
এই তথ্য শিক্ষা ও সচেতনতার জন্য। এটি ডাক্তারি পরীক্ষা, রোগ নির্ণয় বা প্রেসক্রিপশনের বিকল্প নয়।
Article Summary
Video Tagging intends to infer multiple tags spanning relevant content for a given video. Typically, video tags are freely defined and uploaded by a variety of users, so they have two characteristics: abundant in quantity and disordered intra-video. It is difficult for the existing multi-label classification and generation methods to adapt directly to this task. This paper proposes a novel generative model, Order-Prompted Tag Sequence...
Seek urgent medical care if you notice
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- Severe symptoms, breathing difficulty, fainting, confusion, or rapidly worsening illness.
- New weakness, severe pain, high fever, or symptoms after a serious injury.
- Any symptom that feels urgent, unusual, or unsafe for the patient.
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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.
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- 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: Order-Prompted Tag Sequence Generation for Video Tagging
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.
Ask a health question safely
Write your symptom story. A health professional or site editor can review it before any answer is prepared. This box is not for emergency care.
Frequently Asked Questions
Is this article a replacement for a doctor?
No. It is educational content only. Patients should consult a qualified clinician for diagnosis and treatment.
When should I seek urgent care?
Seek urgent care for severe symptoms, rapidly worsening condition, breathing difficulty, severe pain, neurological changes, or any emergency warning sign.
References
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