{"id":3002192,"url":"https://alion.io/job/axis-communications-thesis-intelligent-automatic-audio-adjustment","title":"Thesis - Intelligent Automatic Audio Adjustment","company":{"id":4200,"name":"Axis Communications","domain":"axis.com","url":"https://alion.io/company/axis-communications","size_band":"1001-5000","is_staffing_agency":false,"employer_type":"direct","is_intermediary":false,"listed_via":null,"ats_vendor":"Workday","truth_index":{"grade":"A","score":90,"open_postings":13,"ghost_share":0,"stale_share":0.308,"repost_share":0.154,"time_to_fill_p50_days":25,"computed_at":"2026-10-31T05:58:55Z"}},"role":"Early Careers","role_family":"Early Careers","seniority":null,"employment_type":"full_time","work_mode":"on_site","remote_scope":null,"remote_scope_basis":null,"remote_working_hours":null,"hiring_geo_confidence":"structured","locations":["Lund, Sweden"],"countries":["SE"],"hiring_countries":[],"hiring_countries_total":0,"salary":null,"salary_estimate":null,"experience_years_min":null,"visa_sponsorship":false,"relocation_package":false,"has_equity":false,"technologies":[{"name":"Intercom","optional":false}],"status":"live","first_seen_at":"2026-10-21T12:33:36Z","employer_posted_date":"2026-10-21","last_verified_at":"2026-10-31T09:25:56Z","board_verified":true,"closed_at":null,"days_open":9,"trust":{"level":"ok","repost_count":null,"flags":[],"days_open":9},"description":"Job Title\nThesis - Intelligent Automatic Audio AdjustmentJob Description\nCategory\nComputer Science, Software\nScope\n1-2 Master students, or 2 Bachelor students\nBackground\nIn busy scenes, background noise can make it difficult to hear and communicate through audio devices. Automatic volume control addresses this by measuring the noise level and adjusting the audio accordingly. However, current implementations do not use video information to anticipate changes in noise. These systems are reactive: they adjust only after the noise level has changed, which can create a delay before the audio is adapted. Video analytics, such as detecting the number of people or objects in a scene, may provide information that helps predict an increase in background noise before it occurs.\nThis thesis will explore whether video can be used to make audio adjustment more proactive. The work may also investigate whether information from multiple nearby devices, or from different sensors within a device, can improve predictions of changes in the noise level. The key challenge is to use these predictions to adjust audio without reducing speech intelligibility.\nGoal\nThe goal is to investigate methods for using scene information to anticipate changes in background noise and adjust audio accordingly. The resulting audio should respond smoothly to noise levels and help maintain speech intelligibility during calls.\nWho are you?\nMaster or Bachelor student in Computer Science, Software Engineering, or a related field.\nOK, I am interested! What do I do now?\nYou are valuable to us - how nice that you are interested in one of our proposals! There are a few things for you to keep in mind when applying.\nApplications are accepted in both Swedish and English, and you apply via the proposal advert.\nThe announced thesis is open only to students affiliated with a Swedish University/College either directly or via an exchange program.\nWhen the thesis proposal states that it includes two students working together, we would like you to apply in pairs. In these cases, send one application each but make sure to clearly state in your application who your co-applicant is. If you have any questions regarding this, please do not hesitate to contact us.\nPlease attach your CV and University/College grade summary.\nWho to contact for any questions regarding the position!\n Anders Olsson on +46-705-191441 or \nType of Employment\nThesis Worker (Fixed Term)Posting End Date\n2026-12-13Certain roles at Axis require background checks, which means applicable verifications will be done in these recruitments. Notice will be provided before we take any action.\nAbout Axis Communications\nWe enable a smarter and safer world by creating innovative solutions for improving security and business performance. As a network technology company and industry leader, we offer solutions in video surveillance, access control, intercom, and audio systems, enhanced by intelligent analytics applications.\nWith around 6,000 committed employees in over 50 countries, we collaborate with partners worldwide. Together, we thrive in our friendly, open, and collaborative culture and inspire each other to think beyond the expected. United by our commitment to inclusion, diversity, and sustainability, we consistently seek to develop our skills and way of working.\nLet´s create a smarter and safer world\nFor more information about Axis, please visit our website www.axis.com.\nListen to Axis Communications Playlist","description_format":"text","description_chars":3495,"description_truncated":false,"requirements":{"experience_years_min":null,"management_years_min":null,"team_size_min":null,"manages_managers":false,"education":null,"security_clearance":false,"languages":[]},"benefits":[],"hiring_locations":[],"hiring_excludes":[],"relocation_offered":false,"industries":["Video Surveillance","Access Control & Alarm Systems"],"lifecycle":[{"event":"open","at":"2026-10-21T12:33:36Z"}],"visa":[],"liveness":{"score":77,"band":"hot","label":"Hiring now","p_open":1,"p_active":0.853,"p_room":0.9,"age_days":9,"expected_fill_days":25,"reasons":["conf:9","velocity","win:mid","comp:brand"],"computed_at":"2026-10-31T05:58:55Z"},"pay":null,"html_url":"https://alion.io/job/axis-communications-thesis-intelligent-automatic-audio-adjustment","json_url":"https://alion.io/job/axis-communications-thesis-intelligent-automatic-audio-adjustment.json","meta":{"generated_at":"2026-10-31T10:26:16Z","cache_seconds":300,"methodology":"https://alion.io/methodology","terms":"https://alion.io/terms","contact":"https://alion.io/contact","api":"https://alion.io/developers","about":"Alion is a live layer of people, companies and AI agents: who they are, whether they are real and active right now, what they do and how to work with them, readable by people and by agents and paid per call.","catalog":"https://alion.io/catalog.json","usage":{"tier":"crawler_verified","counted_by":"address","units_charged":1,"used_today":15993,"day_limit":null,"remaining_today":null,"minute_limit":300,"resets_at":"2026-11-01T00:00:00Z"}},"offers":[{"id":"company.slices","title":"One company in depth, by slice","status":"live","price":{"credits":0.02,"usd":0.002,"plus_per_slice":{"credits":0.05,"usd":0.005}},"unit":"per company, plus each slice with data","note":"the employer in depth","call":{"mcp_tool":"get_company","arguments":{"id":4200},"rest":"https://alion.io/mcp/rest/get_company?id=4200"},"human":"https://alion.io/catalog?offer=company.slices&for=job%2Faxis-communications-thesis-intelligent-automatic-audio-adjustment"},{"id":"market.stats","title":"A market slice: pay, demand and time to fill","status":"live","price":{"credits":1,"usd":0.1},"unit":"per slice","note":"pay, demand and time to fill for this role and place","call":{"mcp_tool":"market_stats"},"human":"https://alion.io/catalog?offer=market.stats&for=job%2Faxis-communications-thesis-intelligent-automatic-audio-adjustment"},{"id":"job.search","title":"Open jobs by role, technology, place, pay and visa","status":"live","price":{"credits":0.02,"usd":0.002},"unit":"per posting in a list","note":"similar open postings","call":{"mcp_tool":"search_jobs"},"human":"https://alion.io/catalog?offer=job.search&for=job%2Faxis-communications-thesis-intelligent-automatic-audio-adjustment"},{"id":"company.verify","title":"Is this company real and active right now","status":"pilot","price":null,"unit":"per company","request":{"url":"https://alion.io/catalog/request","method":"POST","body":"{\"offer\": \"company.verify\", \"for\": \"job/axis-communications-thesis-intelligent-automatic-audio-adjustment\", \"note\": \"what you need it for\"}"},"human":"https://alion.io/catalog?offer=company.verify&for=job%2Faxis-communications-thesis-intelligent-automatic-audio-adjustment"}],"agent":{"mcp":"https://alion.io/mcp/jobs","mcp_open":"https://alion.io/mcp/open","next":[{"tool":"get_job","arguments":{"id":3002192}},{"tool":"search_jobs","arguments":{"company":"axis.com","detail":"compact"}},{"tool":"match_people","arguments":{"job_id":3002192},"note":"people open to offers who fit this vacancy"}],"note":"The same data through MCP tools: https://alion.io/mcp/open needs no sign-in (compact searches, postings, people); https://alion.io/mcp with an Alion account has everything. Docs: https://alion.io/developers"}}