{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:Q5QHATKUYZCQ7Y4NEQLBYJVWKX","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":"81ae5de98aff925a8c5a4440d9c564c343f36e958e0072ebcabd086ab5248447","cross_cats_sorted":["eess.IV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-08-14T07:51:56Z","title_canon_sha256":"8d783aca0474db2ad6f7c18e0e7688763dc862526148bdb7a15158f06cdaf626"},"schema_version":"1.0","source":{"id":"1908.05005","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1908.05005","created_at":"2026-07-05T01:29:26Z"},{"alias_kind":"arxiv_version","alias_value":"1908.05005v3","created_at":"2026-07-05T01:29:26Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1908.05005","created_at":"2026-07-05T01:29:26Z"},{"alias_kind":"pith_short_12","alias_value":"Q5QHATKUYZCQ","created_at":"2026-07-05T01:29:26Z"},{"alias_kind":"pith_short_16","alias_value":"Q5QHATKUYZCQ7Y4N","created_at":"2026-07-05T01:29:26Z"},{"alias_kind":"pith_short_8","alias_value":"Q5QHATKU","created_at":"2026-07-05T01:29:26Z"}],"graph_snapshots":[{"event_id":"sha256:6f2c9ce439fada7667df71bf3839f7e9a57ffeae940e411170f9e241867587bf","target":"graph","created_at":"2026-07-05T01:29:26Z","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/1908.05005/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"When designing a semantic segmentation module for a practical application, such as autonomous driving, it is crucial to understand the robustness of the module with respect to a wide range of image corruptions. While there are recent robustness studies for full-image classification, we are the first to present an exhaustive study for semantic segmentation, based on the state-of-the-art model DeepLabv3+. To increase the realism of our study, we utilize almost 400,000 images generated from Cityscapes, PASCAL VOC 2012, and ADE20K. Based on the benchmark study, we gain several new insights. Firstl","authors_text":"Carsten Rother, Christoph Kamann","cross_cats":["eess.IV"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-08-14T07:51:56Z","title":"Benchmarking the Robustness of Semantic Segmentation Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1908.05005","kind":"arxiv","version":3},"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":"sha256:1ae74dc47d24e42f7c93a8e902dd6d08e9130b67b0af4b25e089f90cc596f602","target":"record","created_at":"2026-07-05T01:29:26Z","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":"81ae5de98aff925a8c5a4440d9c564c343f36e958e0072ebcabd086ab5248447","cross_cats_sorted":["eess.IV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-08-14T07:51:56Z","title_canon_sha256":"8d783aca0474db2ad6f7c18e0e7688763dc862526148bdb7a15158f06cdaf626"},"schema_version":"1.0","source":{"id":"1908.05005","kind":"arxiv","version":3}},"canonical_sha256":"8760704d54c6450fe38d24161c26b655c9089c0344975aade4b49efe8ffe6cd3","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"8760704d54c6450fe38d24161c26b655c9089c0344975aade4b49efe8ffe6cd3","first_computed_at":"2026-07-05T01:29:26.830827Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T01:29:26.830827Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"qhjz7EELFfMLYqV3z3r41fM2wXG429et/V7pO+CaI6QKFITPbQnzLoMxrZbMpA46pLjRnfvDgi5PGW4hlEFjCA==","signature_status":"signed_v1","signed_at":"2026-07-05T01:29:26.831240Z","signed_message":"canonical_sha256_bytes"},"source_id":"1908.05005","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1ae74dc47d24e42f7c93a8e902dd6d08e9130b67b0af4b25e089f90cc596f602","sha256:6f2c9ce439fada7667df71bf3839f7e9a57ffeae940e411170f9e241867587bf"],"state_sha256":"7e9d3dbc1f3a8610df74729de5f6b8d299a5f6c2e82594ab7d1b5eb09aacee01"}