Pith Number

pith:JHDACAOS

pith:2025:JHDACAOS6YMZOUH4VHFY6RCL74

not attested not anchored not stored refs pending

CPAM: Context-Preserving Adaptive Manipulation for Zero-Shot Real Image Editing

Dinh-Khoi Vo, Minh-Triet Tran, Tam V. Nguyen, Thanh-Toan Do, Trung-Nghia Le

CPAM adjusts self-attention in diffusion models to edit real images by text while preserving object identities and undistorted backgrounds.

arxiv:2506.18438 v3 · 2025-06-23 · cs.CV

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\usepackage{pith}
\pithnumber{JHDACAOS6YMZOUH4VHFY6RCL74}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Claims

C1strongest claim

CPAM is a novel zero-shot framework for complicated, non-rigid real image editing that preserves objects' shapes, textures, and identities while keeping the background undistorted during the editing process using the mask guidance technique, and is the preferred choice among human raters on the IMBA benchmark.

C2weakest assumption

The assumption that adjusting self-attention mechanisms via a preservation adaptation module combined with mask guidance can independently control object and background regions without fine-tuning or causing interference in cross-attention, as stated in the abstract description of the modules.

C3one line summary

CPAM proposes a context-preserving adaptive manipulation method for zero-shot real image editing in diffusion models via preservation adaptation and localized extraction modules, outperforming prior techniques on a new IMBA benchmark.

Receipt and verification

First computed	2026-06-12T01:09:09.820251Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

49c60101d2f6199750fca9cb8f444bff33ebc1c0c4846ea4e954b53aa80694b8

Aliases

arxiv: 2506.18438 · arxiv_version: 2506.18438v3 · doi: 10.48550/arxiv.2506.18438 · pith_short_12: JHDACAOS6YMZ · pith_short_16: JHDACAOS6YMZOUH4 · pith_short_8: JHDACAOS

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/JHDACAOS6YMZOUH4VHFY6RCL74 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 49c60101d2f6199750fca9cb8f444bff33ebc1c0c4846ea4e954b53aa80694b8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "45844c2d4ff7f87fbece3fea428672a70adfba7c29c345ae97739999706b89b8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-06-23T09:19:38Z",
    "title_canon_sha256": "715c60cf1839c1856b5f035413c3a4c4f231d388d471241e56aa520727734c83"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.18438",
    "kind": "arxiv",
    "version": 3
  }
}