{"id":3022806,"url":"https://alion.io/job/axis-communications-master-thesis-3d-surveillance-analytics","title":"Master Thesis - 3D Surveillance Analytics","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":93,"open_postings":12,"ghost_share":0,"stale_share":0.25,"repost_share":0.083,"time_to_fill_p50_days":25,"computed_at":"2026-10-22T06:10:10Z"}},"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":"C++","optional":false},{"name":"Computer Vision","optional":false},{"name":"Machine Learning","optional":false},{"name":"Python","optional":false},{"name":"Intercom","optional":true},{"name":"Rust","optional":true}],"status":"live","first_seen_at":"2026-10-21T18:14:29Z","employer_posted_date":"2026-10-21","last_verified_at":"2026-10-22T03:23:42Z","board_verified":true,"closed_at":null,"days_open":1,"trust":{"level":"ok","repost_count":null,"flags":[],"days_open":1},"description":"Job Title\nMaster Thesis - 3D Surveillance AnalyticsJob Description\nCategory\nComputer Vision, Deep Learning, Image Processing\nScope\nTwo students completing a Master's Thesis (30 hp each).\nBackground\nAt Axis Communications, we are pushing the boundaries of surveillance technology beyond traditional video. As part of this effort, we are exploring how 3D sensors can be used in static surveillance setups - think traffic intersections or perimeter monitoring.\nA key challenge in this domain is to get actionable insights from the raw sensor data: separating relevant information from the static environment and correctly classifying different objects, with the end goal of having a complete analytics pipeline for automated alarm decisions. While such perception problems are well-studied for 2D video, they remain less explored for static 3D surveillance sensors.\nThis thesis will investigate a specific topic within the 3D sensor analytics pipeline - pushing the state of the art while keeping computational load low enough for embedded applications.\nGoals\nSurvey the relevant literature to establish reference points and identify promising directions within the selected problem area.\nInvestigate and develop methods to address a specific challenge within the 3D sensor analytics pipeline.\nExplore techniques to reduce computational cost with embedded hardware constraints in mind.\nEvaluate methods quantitatively on synthetic and real-world sensor data, and qualitatively on real sensor recordings.\nDocument the development process, findings, and results in a comprehensive thesis.\nWho are you?\nWe are looking for students in the final stages of their Master's program with a strong analytical mindset and a genuine interest in machine learning, computer vision, or applied statistics. The project is well suited for those pursuing studies in Engineering Physics, Computer Science, Electrical Engineering, Applied Mathematics, or similar fields.\nYou should be comfortable navigating open-ended research questions, making independent design decisions, and working collaboratively as a thesis pair and with our team.\nWe'd love to hear that you have:\nA foundation in machine learning, computer vision and statistics\nProgramming experience in Python and/or C/C++\nFamiliarity with 3D data processing\nAn interest in algorithm design with real-world constraints in mind\nBonus points for:\nExperience with Rust\nWorking knowledge of 3D sensors or embedded systems\nExperience with simulation environments for 3D sensor data\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.\nWe would like you to apply in pairs. Please 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!\nKatja Palmkvist ()\nType of Employment\nThesis Worker (Fixed Term)Posting End Date\n2026-11-27Certain 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":4397,"description_truncated":false,"requirements":{"experience_years_min":null,"management_years_min":null,"team_size_min":null,"manages_managers":false,"education":{"level":"master","optional":false},"security_clearance":false,"languages":[]},"benefits":[],"hiring_locations":[],"hiring_excludes":[],"relocation_offered":false,"industries":["Video Surveillance","Access Control & Alarm Systems"],"lifecycle":[{"event":"open","at":"2026-10-21T18:14:29Z"}],"visa":[],"liveness":{"score":90,"band":"hot","label":"Hiring now","p_open":1,"p_active":0.903,"p_room":1,"age_days":0,"expected_fill_days":25,"reasons":["conf:2","velocity","win:early","comp:brand"],"computed_at":"2026-10-22T06:10:10Z"},"pay":null,"html_url":"https://alion.io/job/axis-communications-master-thesis-3d-surveillance-analytics","json_url":"https://alion.io/job/axis-communications-master-thesis-3d-surveillance-analytics.json","meta":{"generated_at":"2026-10-22T19:36:02Z","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":2976,"day_limit":null,"remaining_today":null,"minute_limit":300,"resets_at":"2026-10-23T00:00:00Z"}},"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-master-thesis-3d-surveillance-analytics"},{"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-master-thesis-3d-surveillance-analytics"},{"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-master-thesis-3d-surveillance-analytics"},{"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-master-thesis-3d-surveillance-analytics\", \"note\": \"what you need it for\"}"},"human":"https://alion.io/catalog?offer=company.verify&for=job%2Faxis-communications-master-thesis-3d-surveillance-analytics"}]}