{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:ONQIUVTTORY4ZZGPI2LRZ7MNYX","short_pith_number":"pith:ONQIUVTT","canonical_record":{"source":{"id":"2404.06425","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-04-09T16:15:03Z","cross_cats_sorted":[],"title_canon_sha256":"e8f94fe9d9666439d1436ba0e784c029ffbefda696c8cd433dfc2023ef5428c6","abstract_canon_sha256":"4c6a58746a1c6e024591f7133fe2547393f6a20882e0454ac233e17f92614e0e"},"schema_version":"1.0"},"canonical_sha256":"73608a56737471cce4cf46971cfd8dc5e6955dd2cfc2b5bdb2016cd5817ce748","source":{"kind":"arxiv","id":"2404.06425","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2404.06425","created_at":"2026-07-05T08:06:08Z"},{"alias_kind":"arxiv_version","alias_value":"2404.06425v1","created_at":"2026-07-05T08:06:08Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2404.06425","created_at":"2026-07-05T08:06:08Z"},{"alias_kind":"pith_short_12","alias_value":"ONQIUVTTORY4","created_at":"2026-07-05T08:06:08Z"},{"alias_kind":"pith_short_16","alias_value":"ONQIUVTTORY4ZZGP","created_at":"2026-07-05T08:06:08Z"},{"alias_kind":"pith_short_8","alias_value":"ONQIUVTT","created_at":"2026-07-05T08:06:08Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:ONQIUVTTORY4ZZGPI2LRZ7MNYX","target":"record","payload":{"canonical_record":{"source":{"id":"2404.06425","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-04-09T16:15:03Z","cross_cats_sorted":[],"title_canon_sha256":"e8f94fe9d9666439d1436ba0e784c029ffbefda696c8cd433dfc2023ef5428c6","abstract_canon_sha256":"4c6a58746a1c6e024591f7133fe2547393f6a20882e0454ac233e17f92614e0e"},"schema_version":"1.0"},"canonical_sha256":"73608a56737471cce4cf46971cfd8dc5e6955dd2cfc2b5bdb2016cd5817ce748","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:06:08.902119Z","signature_b64":"Mp1OPVBpt6BNN0LGim+Y67cZXhz4HtTR7WLJ7N18DRTY4Rsf38/V5hAl36Lf3slnDyxF0E0DpWGDZdFD+UFPCA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"73608a56737471cce4cf46971cfd8dc5e6955dd2cfc2b5bdb2016cd5817ce748","last_reissued_at":"2026-07-05T08:06:08.901678Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:06:08.901678Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2404.06425","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":"2026-07-05T08:06:08Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"IPYbzX4t+KCvOFPsASrAkosoX52TPO0yz/JewDASDBSe+z2aLbtsGU73lxq3fmDI7wX6aMZTiMdvizY6ESYxAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T17:16:48.697558Z"},"content_sha256":"fc3963226a6b606e54a9390452d2e9df7d2cd67c17bd156c53715f76c4d613a6","schema_version":"1.0","event_id":"sha256:fc3963226a6b606e54a9390452d2e9df7d2cd67c17bd156c53715f76c4d613a6"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:ONQIUVTTORY4ZZGPI2LRZ7MNYX","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"ZeST: Zero-Shot Material Transfer from a Single Image","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Andrew Markham, Niki Trigoni, Prafull Sharma, Ta-Ying Cheng, Varun Jampani","submitted_at":"2024-04-09T16:15:03Z","abstract_excerpt":"We propose ZeST, a method for zero-shot material transfer to an object in the input image given a material exemplar image. ZeST leverages existing diffusion adapters to extract implicit material representation from the exemplar image. This representation is used to transfer the material using pre-trained inpainting diffusion model on the object in the input image using depth estimates as geometry cue and grayscale object shading as illumination cues. The method works on real images without any training resulting a zero-shot approach. Both qualitative and quantitative results on real and synthe"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2404.06425","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/2404.06425/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":"2026-07-05T08:06:08Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"wF0nags8if95qPhylh1WeFTxpwCor/r4LCVJNWLF3k4z/yqbzTNStaMyXF7oYndrp2zwnP6LxNFWU0Si7QLiDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T17:16:48.697994Z"},"content_sha256":"7947236f5de1e7115ef41c0854d899e2ff029a5027d962dd3435fbe50b4fd80e","schema_version":"1.0","event_id":"sha256:7947236f5de1e7115ef41c0854d899e2ff029a5027d962dd3435fbe50b4fd80e"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/ONQIUVTTORY4ZZGPI2LRZ7MNYX/bundle.json","state_url":"https://pith.science/pith/ONQIUVTTORY4ZZGPI2LRZ7MNYX/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/ONQIUVTTORY4ZZGPI2LRZ7MNYX/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":"2026-08-07T17:16:48Z","links":{"resolver":"https://pith.science/pith/ONQIUVTTORY4ZZGPI2LRZ7MNYX","bundle":"https://pith.science/pith/ONQIUVTTORY4ZZGPI2LRZ7MNYX/bundle.json","state":"https://pith.science/pith/ONQIUVTTORY4ZZGPI2LRZ7MNYX/state.json","well_known_bundle":"https://pith.science/.well-known/pith/ONQIUVTTORY4ZZGPI2LRZ7MNYX/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:ONQIUVTTORY4ZZGPI2LRZ7MNYX","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":"4c6a58746a1c6e024591f7133fe2547393f6a20882e0454ac233e17f92614e0e","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-04-09T16:15:03Z","title_canon_sha256":"e8f94fe9d9666439d1436ba0e784c029ffbefda696c8cd433dfc2023ef5428c6"},"schema_version":"1.0","source":{"id":"2404.06425","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2404.06425","created_at":"2026-07-05T08:06:08Z"},{"alias_kind":"arxiv_version","alias_value":"2404.06425v1","created_at":"2026-07-05T08:06:08Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2404.06425","created_at":"2026-07-05T08:06:08Z"},{"alias_kind":"pith_short_12","alias_value":"ONQIUVTTORY4","created_at":"2026-07-05T08:06:08Z"},{"alias_kind":"pith_short_16","alias_value":"ONQIUVTTORY4ZZGP","created_at":"2026-07-05T08:06:08Z"},{"alias_kind":"pith_short_8","alias_value":"ONQIUVTT","created_at":"2026-07-05T08:06:08Z"}],"graph_snapshots":[{"event_id":"sha256:7947236f5de1e7115ef41c0854d899e2ff029a5027d962dd3435fbe50b4fd80e","target":"graph","created_at":"2026-07-05T08:06:08Z","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/2404.06425/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We propose ZeST, a method for zero-shot material transfer to an object in the input image given a material exemplar image. ZeST leverages existing diffusion adapters to extract implicit material representation from the exemplar image. This representation is used to transfer the material using pre-trained inpainting diffusion model on the object in the input image using depth estimates as geometry cue and grayscale object shading as illumination cues. The method works on real images without any training resulting a zero-shot approach. Both qualitative and quantitative results on real and synthe","authors_text":"Andrew Markham, Niki Trigoni, Prafull Sharma, Ta-Ying Cheng, Varun Jampani","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-04-09T16:15:03Z","title":"ZeST: Zero-Shot Material Transfer from a Single Image"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2404.06425","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:fc3963226a6b606e54a9390452d2e9df7d2cd67c17bd156c53715f76c4d613a6","target":"record","created_at":"2026-07-05T08:06:08Z","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":"4c6a58746a1c6e024591f7133fe2547393f6a20882e0454ac233e17f92614e0e","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-04-09T16:15:03Z","title_canon_sha256":"e8f94fe9d9666439d1436ba0e784c029ffbefda696c8cd433dfc2023ef5428c6"},"schema_version":"1.0","source":{"id":"2404.06425","kind":"arxiv","version":1}},"canonical_sha256":"73608a56737471cce4cf46971cfd8dc5e6955dd2cfc2b5bdb2016cd5817ce748","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"73608a56737471cce4cf46971cfd8dc5e6955dd2cfc2b5bdb2016cd5817ce748","first_computed_at":"2026-07-05T08:06:08.901678Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:06:08.901678Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Mp1OPVBpt6BNN0LGim+Y67cZXhz4HtTR7WLJ7N18DRTY4Rsf38/V5hAl36Lf3slnDyxF0E0DpWGDZdFD+UFPCA==","signature_status":"signed_v1","signed_at":"2026-07-05T08:06:08.902119Z","signed_message":"canonical_sha256_bytes"},"source_id":"2404.06425","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:fc3963226a6b606e54a9390452d2e9df7d2cd67c17bd156c53715f76c4d613a6","sha256:7947236f5de1e7115ef41c0854d899e2ff029a5027d962dd3435fbe50b4fd80e"],"state_sha256":"4a41636d87e58835c87882c98a105dd797ca9b7261bfb82407da315822bc3046"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"4sEdq0hWOkidb+oRe344nxQtMhHZ6MKN4ZdX6xfbgZT4Qy0hhKDuOVB5C0fyB/zKudmJF/1weXYRzFDlaTqdCg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-07T17:16:48.701165Z","bundle_sha256":"c42c03650a191213e9d8fea86fde75c119ba4aef08cc18d5e7e5a512fcf369e4"}}