{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2019:XOMCBYEMQPIQ6HQUNBELHGBTTW","short_pith_number":"pith:XOMCBYEM","schema_version":"1.0","canonical_sha256":"bb9820e08c83d10f1e146848b398339db4b55d2474e1456c03c23670ce0f65fc","source":{"kind":"arxiv","id":"1904.09569","version":1},"attestation_state":"computed","paper":{"title":"A Simple Pooling-Based Design for Real-Time Salient Object Detection","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Jiang-Jiang Liu, Jianmin Jiang, Jiashi Feng, Ming-Ming Cheng, Qibin Hou","submitted_at":"2019-04-21T09:22:25Z","abstract_excerpt":"We solve the problem of salient object detection by investigating how to expand the role of pooling in convolutional neural networks. Based on the U-shape architecture, we first build a global guidance module (GGM) upon the bottom-up pathway, aiming at providing layers at different feature levels the location information of potential salient objects. We further design a feature aggregation module (FAM) to make the coarse-level semantic information well fused with the fine-level features from the top-down pathway. By adding FAMs after the fusion operations in the top-down pathway, coarse-level "},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"1904.09569","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-04-21T09:22:25Z","cross_cats_sorted":[],"title_canon_sha256":"78646b21c5f3a9f7aabccca12c110c05a0f3fd59d9b262207bd9ed55c94f0cd1","abstract_canon_sha256":"3c685cfb6c1e50297ce750042c645b4fe8b82f46b258079469b2130628171adf"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-17T23:48:03.896731Z","signature_b64":"ogT09KfV9RIcoeRWgPTHKtFr1g0Z8h4NVXbqWN8Vt1/uFhuqHfDCHjIPKOaAMnZJb+ydNUFBZUH3MY1bXvDRAQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"bb9820e08c83d10f1e146848b398339db4b55d2474e1456c03c23670ce0f65fc","last_reissued_at":"2026-05-17T23:48:03.896248Z","signature_status":"signed_v1","first_computed_at":"2026-05-17T23:48:03.896248Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"A Simple Pooling-Based Design for Real-Time Salient Object Detection","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Jiang-Jiang Liu, Jianmin Jiang, Jiashi Feng, Ming-Ming Cheng, Qibin Hou","submitted_at":"2019-04-21T09:22:25Z","abstract_excerpt":"We solve the problem of salient object detection by investigating how to expand the role of pooling in convolutional neural networks. Based on the U-shape architecture, we first build a global guidance module (GGM) upon the bottom-up pathway, aiming at providing layers at different feature levels the location information of potential salient objects. We further design a feature aggregation module (FAM) to make the coarse-level semantic information well fused with the fine-level features from the top-down pathway. By adding FAMs after the fusion operations in the top-down pathway, coarse-level "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1904.09569","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":""},"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"},"aliases":[{"alias_kind":"arxiv","alias_value":"1904.09569","created_at":"2026-05-17T23:48:03.896327+00:00"},{"alias_kind":"arxiv_version","alias_value":"1904.09569v1","created_at":"2026-05-17T23:48:03.896327+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1904.09569","created_at":"2026-05-17T23:48:03.896327+00:00"},{"alias_kind":"pith_short_12","alias_value":"XOMCBYEMQPIQ","created_at":"2026-05-18T12:33:33.725879+00:00"},{"alias_kind":"pith_short_16","alias_value":"XOMCBYEMQPIQ6HQU","created_at":"2026-05-18T12:33:33.725879+00:00"},{"alias_kind":"pith_short_8","alias_value":"XOMCBYEM","created_at":"2026-05-18T12:33:33.725879+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/XOMCBYEMQPIQ6HQUNBELHGBTTW","json":"https://pith.science/pith/XOMCBYEMQPIQ6HQUNBELHGBTTW.json","graph_json":"https://pith.science/api/pith-number/XOMCBYEMQPIQ6HQUNBELHGBTTW/graph.json","events_json":"https://pith.science/api/pith-number/XOMCBYEMQPIQ6HQUNBELHGBTTW/events.json","paper":"https://pith.science/paper/XOMCBYEM"},"agent_actions":{"view_html":"https://pith.science/pith/XOMCBYEMQPIQ6HQUNBELHGBTTW","download_json":"https://pith.science/pith/XOMCBYEMQPIQ6HQUNBELHGBTTW.json","view_paper":"https://pith.science/paper/XOMCBYEM","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=1904.09569&json=true","fetch_graph":"https://pith.science/api/pith-number/XOMCBYEMQPIQ6HQUNBELHGBTTW/graph.json","fetch_events":"https://pith.science/api/pith-number/XOMCBYEMQPIQ6HQUNBELHGBTTW/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/XOMCBYEMQPIQ6HQUNBELHGBTTW/action/timestamp_anchor","attest_storage":"https://pith.science/pith/XOMCBYEMQPIQ6HQUNBELHGBTTW/action/storage_attestation","attest_author":"https://pith.science/pith/XOMCBYEMQPIQ6HQUNBELHGBTTW/action/author_attestation","sign_citation":"https://pith.science/pith/XOMCBYEMQPIQ6HQUNBELHGBTTW/action/citation_signature","submit_replication":"https://pith.science/pith/XOMCBYEMQPIQ6HQUNBELHGBTTW/action/replication_record"}},"created_at":"2026-05-17T23:48:03.896327+00:00","updated_at":"2026-05-17T23:48:03.896327+00:00"}