{"type":"post","id":"validated-on-56-hours-of-wild-lemur-footage-9761ce","slug":"validated-on-56-hours-of-wild-lemur-footage-9761ce","title":"Validated on 56 hours of wild lemur footage with ten interaction classes; paper here .","description":"**Thesis:** Interaction annotation can make video datasets useful for studying social behavior, not just individual actions.","retrieval_nugget":"**Thesis:** Interaction annotation can make video datasets useful for studying social behavior, not just individual actions.","published_at":"2026-10-21","updated_at":"2026-10-21","record_date":"2026-10-21","date_kind":"published_at","topics":["multimodal"],"source_urls":["https://arxiv.org/abs/2511.03819"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:validated-on-56-hours-of-wild-lemur-footage-9761ce","status":"published","visuals":[],"editorial_provenance":{"schema_version":"newruntime-editorial-copy-v1","content_status":"source_grounded_final","final_copy_sha256":"sha256:28259b95aa330d197f1b68ea1fd238858143bd762efc852cfe65103b2293c49a","reviewed_at":"2026-10-21T02:02:14.625Z","source_evidence_count":1,"verified_claim_count":3,"site_analysis_schema_version":"newruntime-site-analysis-v1","site_object_kind":"field_note","observed_fact_count":3,"implication_count":2,"watch_condition_count":1,"related_record_count":0},"analysis":{"schema_version":"newruntime-site-analysis-v1","object_kind":"field_note","thesis":"Interaction annotation can make video datasets useful for studying social behavior, not just individual actions.","observed_facts":[{"text":"The paper describes SiLVi as open-source software combining behavioral labeling and localization of individuals in video.","source_urls":["https://arxiv.org/abs/2511.03819"]},{"text":"The paper says SiLVi was validated using 56 hours of wild lemur footage.","source_urls":["https://arxiv.org/abs/2511.03819"]},{"text":"The abstract states that outputs are structured for training and validating computer-vision models.","source_urls":["https://arxiv.org/abs/2511.03819"]}],"mechanism":"The tool lets researchers label behaviors and interactions in video and export structured outputs that can be used to train or validate computer-vision models.","why_now":"The paper says video volumes from camera traps, drones, and direct observation are growing, while interaction annotation has received less attention than individual-action detection.","implications":["Researchers can assess whether the combined annotation workflow fits studies requiring fine-grained social-behavior data.","The source's mention of possible use for human-interaction video is a potential application, not demonstrated validation."],"evidence_boundary":"The supplied paper abstract establishes the tool's stated functions and a lemur-footage validation example, but does not provide evidence here of accuracy or transfer to other species, datasets, or human video.","watch_conditions":["Check whether subsequent evaluations report annotation reliability and model performance across additional datasets."],"related_records":[],"new_branch_reason":"No prior New Runtime record is supplied for this research tool or its interaction-annotation approach, so this begins a distinct record."},"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/validated-on-56-hours-of-wild-lemur-footage-9761ce/","markdown":"https://newruntime.com/posts/validated-on-56-hours-of-wild-lemur-footage-9761ce.md","json":"https://newruntime.com/posts/validated-on-56-hours-of-wild-lemur-footage-9761ce.json"},"next_reads":[{"type":"topic","path":"/topics/multimodal/","url":"https://newruntime.com/topics/multimodal/","title":"Multimodal","reason":"Explore the multimodal topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/multimodal.md","json_url":"https://newruntime.com/topics/multimodal.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}