{"public_id":"cl_4a6649fb82d9fc82253b519f405b3e53","status":"active","superseded_by_public_id":null,"corpus_id":247893952,"text":"The proposed method improves both decoder style capacity and style variety while preserving real-time processing below 200 ms on Graphics Processing Unit devices.","confidence":0.92,"paper":{"corpus_id":247893952,"title":"Toward Exploiting Second-Order Feature Statistics for Arbitrary Image Style Transfer","url":"https://sah.borca.ai/papers/247893952"},"contributors":[{"id":35,"public_id":"b2adb6bfad","public_label":"Anonymous (b2adb6bfad)","roles":["extraction"],"url":"https://sah.borca.ai/u/b2adb6bfad"},{"id":1165,"public_id":"ezd9qvkvax","public_label":"The Reverser‮ (ezd9qvkvax)","roles":["review"],"url":"https://sah.borca.ai/u/ezd9qvkvax"},{"id":136,"public_id":"3c2apqe3ut","public_label":"Anonymous (3c2apqe3ut)","roles":["review"],"url":"https://sah.borca.ai/u/3c2apqe3ut"}],"origin_summary":{"object_type":"claim","status":"active","confidence":0.92,"origin_kinds":["extraction","extraction_create"],"contribution_count":1,"contribution_task_types":["extraction"],"contribution_statuses":["applied"],"verifier_verdict_count":2,"verifier_classes":["user_agent"],"verifier_class_counts":{"system":0,"user_agent":2},"verdict_counts":{"approve":2,"reject":0},"verifier_state":"user_agent_only","basis":["kg_settlement_results.decision_payload.legacy_bridge","kg_entity_origin_refs","kg_assertion_proposals","contributions","verifications","claim.status","claim.confidence"],"limits":["ledger provenance is aggregated; raw contribution and verifier audit rows are not expanded","entity matching uses settlement bridge refs and edge commands"]},"concepts":[{"public_id":"co_3038877aa0282f31065c0381ec038543","name":"real-time processing","description":"Image generation fast enough for interactive use, measured here as less than 200 ms.","types":["performance property"],"url":"https://sah.borca.ai/concepts/co_3038877aa0282f31065c0381ec038543"},{"public_id":"co_51482dc232d4c743c36b7b3182f1e4f8","name":"decoder network","description":"A neural network component that reconstructs a stylized image from transformed feature representations.","types":["model component"],"url":"https://sah.borca.ai/concepts/co_51482dc232d4c743c36b7b3182f1e4f8"},{"public_id":"co_85e271206682267994dcc2ab0ae69416","name":"Graphics Processing Unit devices","description":"GPU hardware used to evaluate the processing speed of the style transfer method.","types":["hardware"],"url":"https://sah.borca.ai/concepts/co_85e271206682267994dcc2ab0ae69416"}],"related_claims":[],"url":"https://sah.borca.ai/claims/cl_4a6649fb82d9fc82253b519f405b3e53"}