{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2022:BIUXE6NY2I7BZS4M5BSVGLKGM7","short_pith_number":"pith:BIUXE6NY","canonical_record":{"source":{"id":"2203.08122","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-03-15T17:50:54Z","cross_cats_sorted":[],"title_canon_sha256":"6c267ce88243ef365a0d470da8c940d0b3ee664f0cbdb30b7b577cf883bffe2e","abstract_canon_sha256":"73e1d8798831959c09cde598fbb1fc678285447788023dbd862cc7c60b9f559d"},"schema_version":"1.0"},"canonical_sha256":"0a297279b8d23e1ccb8ce865532d4667fb5e0316642bac6f7eac4922797af58a","source":{"kind":"arxiv","id":"2203.08122","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2203.08122","created_at":"2026-07-05T04:05:26Z"},{"alias_kind":"arxiv_version","alias_value":"2203.08122v1","created_at":"2026-07-05T04:05:26Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2203.08122","created_at":"2026-07-05T04:05:26Z"},{"alias_kind":"pith_short_12","alias_value":"BIUXE6NY2I7B","created_at":"2026-07-05T04:05:26Z"},{"alias_kind":"pith_short_16","alias_value":"BIUXE6NY2I7BZS4M","created_at":"2026-07-05T04:05:26Z"},{"alias_kind":"pith_short_8","alias_value":"BIUXE6NY","created_at":"2026-07-05T04:05:26Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2022:BIUXE6NY2I7BZS4M5BSVGLKGM7","target":"record","payload":{"canonical_record":{"source":{"id":"2203.08122","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-03-15T17:50:54Z","cross_cats_sorted":[],"title_canon_sha256":"6c267ce88243ef365a0d470da8c940d0b3ee664f0cbdb30b7b577cf883bffe2e","abstract_canon_sha256":"73e1d8798831959c09cde598fbb1fc678285447788023dbd862cc7c60b9f559d"},"schema_version":"1.0"},"canonical_sha256":"0a297279b8d23e1ccb8ce865532d4667fb5e0316642bac6f7eac4922797af58a","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T04:05:26.470157Z","signature_b64":"anHBMVbdtSHn1vL+2sU2/nIHw8PUZz436xqo0xo6fbATtkdUlIjgNg+Vwmgj9R5mQFkZ4B4hDxXywjb/+MIgCA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"0a297279b8d23e1ccb8ce865532d4667fb5e0316642bac6f7eac4922797af58a","last_reissued_at":"2026-07-05T04:05:26.469721Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T04:05:26.469721Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2203.08122","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":"2026-07-05T04:05:26Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"twpEzr6cJJVFTzLO+A0CL1W4fj7uH6Gv/f9wU4ZPVpSkzMwdX5ojo0rvro95JGY9krYCNKgmhiCt/Ew966J/Ag==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T08:16:40.097318Z"},"content_sha256":"c646bfbab1fb762aad68eaeca815d7f0b3769965dfadf410fe45d0ad99cae07f","schema_version":"1.0","event_id":"sha256:c646bfbab1fb762aad68eaeca815d7f0b3769965dfadf410fe45d0ad99cae07f"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2022:BIUXE6NY2I7BZS4M5BSVGLKGM7","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"From 2D to 3D: Re-thinking Benchmarking of Monocular Depth Prediction","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Evin P{\\i}nar \\\"Ornek, Federico Tombari, Johanna Wald, Nassir Navab, Shristi Mudgal, Yida Wang","submitted_at":"2022-03-15T17:50:54Z","abstract_excerpt":"There have been numerous recently proposed methods for monocular depth prediction (MDP) coupled with the equally rapid evolution of benchmarking tools. However, we argue that MDP is currently witnessing benchmark over-fitting and relying on metrics that are only partially helpful to gauge the usefulness of the predictions for 3D applications. This limits the design and development of novel methods that are truly aware of - and improving towards estimating - the 3D structure of the scene rather than optimizing 2D-based distances. In this work, we aim to bring structural awareness to MDP, an inh"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2203.08122","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/2203.08122/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":"2026-07-05T04:05:26Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"JdCggRb1ebs8RWA4qzHB3nVGKiSEOZsM/TBvKPL7X/QnCFAHShsPpggB6Ft5FV8bm2j3P+/DO0Fsm4Yj7bxyCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T08:16:40.098250Z"},"content_sha256":"697d3398af6806e546909e68d4efe61910e5b042a5ffc023eb178e4c9f99b3fd","schema_version":"1.0","event_id":"sha256:697d3398af6806e546909e68d4efe61910e5b042a5ffc023eb178e4c9f99b3fd"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/BIUXE6NY2I7BZS4M5BSVGLKGM7/bundle.json","state_url":"https://pith.science/pith/BIUXE6NY2I7BZS4M5BSVGLKGM7/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/BIUXE6NY2I7BZS4M5BSVGLKGM7/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":"2026-08-06T08:16:40Z","links":{"resolver":"https://pith.science/pith/BIUXE6NY2I7BZS4M5BSVGLKGM7","bundle":"https://pith.science/pith/BIUXE6NY2I7BZS4M5BSVGLKGM7/bundle.json","state":"https://pith.science/pith/BIUXE6NY2I7BZS4M5BSVGLKGM7/state.json","well_known_bundle":"https://pith.science/.well-known/pith/BIUXE6NY2I7BZS4M5BSVGLKGM7/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:BIUXE6NY2I7BZS4M5BSVGLKGM7","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":"73e1d8798831959c09cde598fbb1fc678285447788023dbd862cc7c60b9f559d","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-03-15T17:50:54Z","title_canon_sha256":"6c267ce88243ef365a0d470da8c940d0b3ee664f0cbdb30b7b577cf883bffe2e"},"schema_version":"1.0","source":{"id":"2203.08122","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2203.08122","created_at":"2026-07-05T04:05:26Z"},{"alias_kind":"arxiv_version","alias_value":"2203.08122v1","created_at":"2026-07-05T04:05:26Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2203.08122","created_at":"2026-07-05T04:05:26Z"},{"alias_kind":"pith_short_12","alias_value":"BIUXE6NY2I7B","created_at":"2026-07-05T04:05:26Z"},{"alias_kind":"pith_short_16","alias_value":"BIUXE6NY2I7BZS4M","created_at":"2026-07-05T04:05:26Z"},{"alias_kind":"pith_short_8","alias_value":"BIUXE6NY","created_at":"2026-07-05T04:05:26Z"}],"graph_snapshots":[{"event_id":"sha256:697d3398af6806e546909e68d4efe61910e5b042a5ffc023eb178e4c9f99b3fd","target":"graph","created_at":"2026-07-05T04:05:26Z","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/2203.08122/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"There have been numerous recently proposed methods for monocular depth prediction (MDP) coupled with the equally rapid evolution of benchmarking tools. However, we argue that MDP is currently witnessing benchmark over-fitting and relying on metrics that are only partially helpful to gauge the usefulness of the predictions for 3D applications. This limits the design and development of novel methods that are truly aware of - and improving towards estimating - the 3D structure of the scene rather than optimizing 2D-based distances. In this work, we aim to bring structural awareness to MDP, an inh","authors_text":"Evin P{\\i}nar \\\"Ornek, Federico Tombari, Johanna Wald, Nassir Navab, Shristi Mudgal, Yida Wang","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-03-15T17:50:54Z","title":"From 2D to 3D: Re-thinking Benchmarking of Monocular Depth Prediction"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2203.08122","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:c646bfbab1fb762aad68eaeca815d7f0b3769965dfadf410fe45d0ad99cae07f","target":"record","created_at":"2026-07-05T04:05:26Z","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":"73e1d8798831959c09cde598fbb1fc678285447788023dbd862cc7c60b9f559d","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-03-15T17:50:54Z","title_canon_sha256":"6c267ce88243ef365a0d470da8c940d0b3ee664f0cbdb30b7b577cf883bffe2e"},"schema_version":"1.0","source":{"id":"2203.08122","kind":"arxiv","version":1}},"canonical_sha256":"0a297279b8d23e1ccb8ce865532d4667fb5e0316642bac6f7eac4922797af58a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"0a297279b8d23e1ccb8ce865532d4667fb5e0316642bac6f7eac4922797af58a","first_computed_at":"2026-07-05T04:05:26.469721Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T04:05:26.469721Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"anHBMVbdtSHn1vL+2sU2/nIHw8PUZz436xqo0xo6fbATtkdUlIjgNg+Vwmgj9R5mQFkZ4B4hDxXywjb/+MIgCA==","signature_status":"signed_v1","signed_at":"2026-07-05T04:05:26.470157Z","signed_message":"canonical_sha256_bytes"},"source_id":"2203.08122","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c646bfbab1fb762aad68eaeca815d7f0b3769965dfadf410fe45d0ad99cae07f","sha256:697d3398af6806e546909e68d4efe61910e5b042a5ffc023eb178e4c9f99b3fd"],"state_sha256":"59cab0ce7dce669312741ea593c75754b2e7c75508cd8eb8f416afcfb0c6061b"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"D4jnuzxV3RKbeY0eNMQPGWi2D5vohn70bf8aEkzxykoxX+gel/vfC37+HETe4nCvKOaikQJeyMoMWhxh1WUcAA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-06T08:16:40.103919Z","bundle_sha256":"2acae93b9d06cff57fee9c7f84f48c177caab59be9beb9f61ec5aedc6e4a1aba"}}