{"paper":{"title":"Spotting tell-tale visual artifacts in face swapping videos: strengths and pitfalls of CNN detectors","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":["cs.AI","cs.CR"],"primary_cat":"cs.CV","authors_text":"Cecilia Pasquini, Riccardo Ziglio, Silvio Ranise","submitted_at":"2025-06-19T17:51:11Z","abstract_excerpt":"Face swapping manipulations in video streams represents an increasing threat in remote video communications, due to advances\n  in automated and real-time tools. Recent literature proposes to characterize and exploit visual artifacts introduced in video frames\n  by swapping algorithms when dealing with challenging physical scenes, such as face occlusions. This paper investigates the\n  effectiveness of this approach by benchmarking CNN-based data-driven models on two data corpora (including a newly collected\n  one) and analyzing generalization capabilities with respect to different acquisition s"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.16497","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2506.16497/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"}