{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:ENCYJPCKXHGGRKP5NKEPWN767G","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"2fa9135d69763ad03f07afade0e105baa320b5987cad0ded6af5d0f91acc7884","cross_cats_sorted":["eess.IV"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-03-04T09:57:08Z","title_canon_sha256":"089088fabe70d32047b51a9ae173da39c0ec299c89d15f3b8e4a23327a65fa27"},"schema_version":"1.0","source":{"id":"2403.01898","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2403.01898","created_at":"2026-07-05T07:51:53Z"},{"alias_kind":"arxiv_version","alias_value":"2403.01898v1","created_at":"2026-07-05T07:51:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2403.01898","created_at":"2026-07-05T07:51:53Z"},{"alias_kind":"pith_short_12","alias_value":"ENCYJPCKXHGG","created_at":"2026-07-05T07:51:53Z"},{"alias_kind":"pith_short_16","alias_value":"ENCYJPCKXHGGRKP5","created_at":"2026-07-05T07:51:53Z"},{"alias_kind":"pith_short_8","alias_value":"ENCYJPCK","created_at":"2026-07-05T07:51:53Z"}],"graph_snapshots":[{"event_id":"sha256:dfd539717f66db636be323700a83906ed2eebab34bb16e47f4672d1667b306d2","target":"graph","created_at":"2026-07-05T07:51:53Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2403.01898/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Video motion magnification is a technique to capture and amplify subtle motion in a video that is invisible to the naked eye. The deep learning-based prior work successfully demonstrates the modelling of the motion magnification problem with outstanding quality compared to conventional signal processing-based ones. However, it still lags behind real-time performance, which prevents it from being extended to various online applications. In this paper, we investigate an efficient deep learning-based motion magnification model that runs in real time for full-HD resolution videos. Due to the speci","authors_text":"Hyunwoo Ha, Ji-Yun Kim, Kim Jun-Seong, Kim Sung-Bin, Kwon Byung-Ki, Linh-Tam Tran, Oh Hyun-Bin, Sung-Ho Bae, Tae-Hyun Oh","cross_cats":["eess.IV"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-03-04T09:57:08Z","title":"Revisiting Learning-based Video Motion Magnification for Real-time Processing"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2403.01898","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:fec075a008be4f4c967c41d3a2a4890a1bd130d3bfa394814c24dcd151e39139","target":"record","created_at":"2026-07-05T07:51:53Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"2fa9135d69763ad03f07afade0e105baa320b5987cad0ded6af5d0f91acc7884","cross_cats_sorted":["eess.IV"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-03-04T09:57:08Z","title_canon_sha256":"089088fabe70d32047b51a9ae173da39c0ec299c89d15f3b8e4a23327a65fa27"},"schema_version":"1.0","source":{"id":"2403.01898","kind":"arxiv","version":1}},"canonical_sha256":"234584bc4ab9cc68a9fd6a88fb37fef98597e97a8e4f5dbd82d89163f7157f22","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"234584bc4ab9cc68a9fd6a88fb37fef98597e97a8e4f5dbd82d89163f7157f22","first_computed_at":"2026-07-05T07:51:53.781483Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:51:53.781483Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ve7BCskuwwEEAeNNpkOjTgVcp1CnoML+yV+jHsaSGdxVMizjicGzafYKVb5h/zkqtHqIvFo8yQIZG/2W0JSVBA==","signature_status":"signed_v1","signed_at":"2026-07-05T07:51:53.781974Z","signed_message":"canonical_sha256_bytes"},"source_id":"2403.01898","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:fec075a008be4f4c967c41d3a2a4890a1bd130d3bfa394814c24dcd151e39139","sha256:dfd539717f66db636be323700a83906ed2eebab34bb16e47f4672d1667b306d2"],"state_sha256":"2a058e5bb179035504cdae9dc27b5a0e938c209a3d8b3bfddebb7de851d36c87"}