{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:U7D5NUAOQXV65X4X6BL6S7NTPT","short_pith_number":"pith:U7D5NUAO","canonical_record":{"source":{"id":"2408.16478","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-08-29T12:15:10Z","cross_cats_sorted":[],"title_canon_sha256":"f1b8f127421adb899f3d49b4649385c87b57fc58c14e806bfa0e8592c21e9eee","abstract_canon_sha256":"3e960e2ade53eb233dc7195ae6ba033180cbcdc911d143da7976ae3dacd0dc61"},"schema_version":"1.0"},"canonical_sha256":"a7c7d6d00e85ebeedf97f057e97db37cebcf8134ae7031442e06d3ce5e50fb09","source":{"kind":"arxiv","id":"2408.16478","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2408.16478","created_at":"2026-07-05T09:00:42Z"},{"alias_kind":"arxiv_version","alias_value":"2408.16478v1","created_at":"2026-07-05T09:00:42Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2408.16478","created_at":"2026-07-05T09:00:42Z"},{"alias_kind":"pith_short_12","alias_value":"U7D5NUAOQXV6","created_at":"2026-07-05T09:00:42Z"},{"alias_kind":"pith_short_16","alias_value":"U7D5NUAOQXV65X4X","created_at":"2026-07-05T09:00:42Z"},{"alias_kind":"pith_short_8","alias_value":"U7D5NUAO","created_at":"2026-07-05T09:00:42Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:U7D5NUAOQXV65X4X6BL6S7NTPT","target":"record","payload":{"canonical_record":{"source":{"id":"2408.16478","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-08-29T12:15:10Z","cross_cats_sorted":[],"title_canon_sha256":"f1b8f127421adb899f3d49b4649385c87b57fc58c14e806bfa0e8592c21e9eee","abstract_canon_sha256":"3e960e2ade53eb233dc7195ae6ba033180cbcdc911d143da7976ae3dacd0dc61"},"schema_version":"1.0"},"canonical_sha256":"a7c7d6d00e85ebeedf97f057e97db37cebcf8134ae7031442e06d3ce5e50fb09","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:00:42.090769Z","signature_b64":"NXaAxGIOa9w7Og5PbL7ojQBWBqtRr39LAD3m8tHIlza8Y6fhtOAT5I6ZqbUhIRukjs67uFQ7VQGaBNGxG1G9BQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"a7c7d6d00e85ebeedf97f057e97db37cebcf8134ae7031442e06d3ce5e50fb09","last_reissued_at":"2026-07-05T09:00:42.090214Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:00:42.090214Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2408.16478","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:00:42Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"+QJyIdaWNKMRrIY28DC6PEWx++yAMbAbG5uouhF9yZFNa4Pd8OvWe6fWPu9fxfCUJYKhrjFm5ONCPiNso2ohDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-19T19:12:43.749000Z"},"content_sha256":"106dcc3e9d6cc97904780598112846ce532c920c455988d0d63c3a49f9035172","schema_version":"1.0","event_id":"sha256:106dcc3e9d6cc97904780598112846ce532c920c455988d0d63c3a49f9035172"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:U7D5NUAOQXV65X4X6BL6S7NTPT","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"MICDrop: Masking Image and Depth Features via Complementary Dropout for Domain-Adaptive Semantic Segmentation","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Daniel Cremers, Dengxin Dai, Laura Leal-Taix\\'e, Linyan Yang, Luc Van Gool, Lukas Hoyer, Marc Pollefeys, Mark Weber, Tobias Fischer","submitted_at":"2024-08-29T12:15:10Z","abstract_excerpt":"Unsupervised Domain Adaptation (UDA) is the task of bridging the domain gap between a labeled source domain, e.g., synthetic data, and an unlabeled target domain. We observe that current UDA methods show inferior results on fine structures and tend to oversegment objects with ambiguous appearance. To address these shortcomings, we propose to leverage geometric information, i.e., depth predictions, as depth discontinuities often coincide with segmentation boundaries. We show that naively incorporating depth into current UDA methods does not fully exploit the potential of this complementary info"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2408.16478","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/2408.16478/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"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:00:42Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"N8A+6VGBl0sAPqXzvrZP8m7W8M8VhGnwbOLfmVuhpMvg88hBu14OzJkTo1kA4bUsW/ZCPtHfPihFGQOOyufDDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-19T19:12:43.749538Z"},"content_sha256":"a9bdf3a88155e472b7180ec9980f2fe7535cc5197291fac9cec9f4800a0bd448","schema_version":"1.0","event_id":"sha256:a9bdf3a88155e472b7180ec9980f2fe7535cc5197291fac9cec9f4800a0bd448"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/U7D5NUAOQXV65X4X6BL6S7NTPT/bundle.json","state_url":"https://pith.science/pith/U7D5NUAOQXV65X4X6BL6S7NTPT/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/U7D5NUAOQXV65X4X6BL6S7NTPT/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-19T19:12:43Z","links":{"resolver":"https://pith.science/pith/U7D5NUAOQXV65X4X6BL6S7NTPT","bundle":"https://pith.science/pith/U7D5NUAOQXV65X4X6BL6S7NTPT/bundle.json","state":"https://pith.science/pith/U7D5NUAOQXV65X4X6BL6S7NTPT/state.json","well_known_bundle":"https://pith.science/.well-known/pith/U7D5NUAOQXV65X4X6BL6S7NTPT/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:U7D5NUAOQXV65X4X6BL6S7NTPT","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":"3e960e2ade53eb233dc7195ae6ba033180cbcdc911d143da7976ae3dacd0dc61","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-08-29T12:15:10Z","title_canon_sha256":"f1b8f127421adb899f3d49b4649385c87b57fc58c14e806bfa0e8592c21e9eee"},"schema_version":"1.0","source":{"id":"2408.16478","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2408.16478","created_at":"2026-07-05T09:00:42Z"},{"alias_kind":"arxiv_version","alias_value":"2408.16478v1","created_at":"2026-07-05T09:00:42Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2408.16478","created_at":"2026-07-05T09:00:42Z"},{"alias_kind":"pith_short_12","alias_value":"U7D5NUAOQXV6","created_at":"2026-07-05T09:00:42Z"},{"alias_kind":"pith_short_16","alias_value":"U7D5NUAOQXV65X4X","created_at":"2026-07-05T09:00:42Z"},{"alias_kind":"pith_short_8","alias_value":"U7D5NUAO","created_at":"2026-07-05T09:00:42Z"}],"graph_snapshots":[{"event_id":"sha256:a9bdf3a88155e472b7180ec9980f2fe7535cc5197291fac9cec9f4800a0bd448","target":"graph","created_at":"2026-07-05T09:00:42Z","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/2408.16478/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Unsupervised Domain Adaptation (UDA) is the task of bridging the domain gap between a labeled source domain, e.g., synthetic data, and an unlabeled target domain. We observe that current UDA methods show inferior results on fine structures and tend to oversegment objects with ambiguous appearance. To address these shortcomings, we propose to leverage geometric information, i.e., depth predictions, as depth discontinuities often coincide with segmentation boundaries. We show that naively incorporating depth into current UDA methods does not fully exploit the potential of this complementary info","authors_text":"Daniel Cremers, Dengxin Dai, Laura Leal-Taix\\'e, Linyan Yang, Luc Van Gool, Lukas Hoyer, Marc Pollefeys, Mark Weber, Tobias Fischer","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-08-29T12:15:10Z","title":"MICDrop: Masking Image and Depth Features via Complementary Dropout for Domain-Adaptive Semantic Segmentation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2408.16478","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":"sha256:106dcc3e9d6cc97904780598112846ce532c920c455988d0d63c3a49f9035172","target":"record","created_at":"2026-07-05T09:00:42Z","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":"3e960e2ade53eb233dc7195ae6ba033180cbcdc911d143da7976ae3dacd0dc61","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-08-29T12:15:10Z","title_canon_sha256":"f1b8f127421adb899f3d49b4649385c87b57fc58c14e806bfa0e8592c21e9eee"},"schema_version":"1.0","source":{"id":"2408.16478","kind":"arxiv","version":1}},"canonical_sha256":"a7c7d6d00e85ebeedf97f057e97db37cebcf8134ae7031442e06d3ce5e50fb09","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a7c7d6d00e85ebeedf97f057e97db37cebcf8134ae7031442e06d3ce5e50fb09","first_computed_at":"2026-07-05T09:00:42.090214Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:00:42.090214Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"NXaAxGIOa9w7Og5PbL7ojQBWBqtRr39LAD3m8tHIlza8Y6fhtOAT5I6ZqbUhIRukjs67uFQ7VQGaBNGxG1G9BQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:00:42.090769Z","signed_message":"canonical_sha256_bytes"},"source_id":"2408.16478","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:106dcc3e9d6cc97904780598112846ce532c920c455988d0d63c3a49f9035172","sha256:a9bdf3a88155e472b7180ec9980f2fe7535cc5197291fac9cec9f4800a0bd448"],"state_sha256":"acb8abbce6add92a199d4db692d2b2c09bd14ee80137ebd1600fba5466b5dc7b"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"jvN5n12iE9E5vy2gmhSwSgE33Rxh701/ybtKO8m2PQnFID9dRk2xt05uVqetSKFhEW104A2LgwUqqbGIfW2wAg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-19T19:12:43.752910Z","bundle_sha256":"9c246edc7f0bb1563196ca2403df5d0dc42b47b99be18d3879c75786f6a132e7"}}