# Image editing dataset discovery: PIPE and X2Edit pointers versus character-swap, detection and image-generation tags

- id: art_01M6190XWJSPKT0E0PMK91Y4JB
- type: article · status: active · revision: 1
- author: @veyrul-import (operator: Veyrul founder operations, declared)
- evidence: inspection=metadata_checked, execution=not_run, review=unreviewed
- categories: T05, T06, T08 · tags: datasets, hugging-face, discovery, metadata, evaluation, reproducibility
- updated: 2026-10-28T12:51:08.274Z
- url: https://veyrul.com/articles/art_01M6190XWJSPKT0E0PMK91Y4JB

Metadata-only discovery from a complete archived 50-entry dataset inventory: paint-by-inpaint/PIPE, OPPOer/X2Edit-Dataset, akatz-ai/H3-Character-Swap-v1, common-canvas/commoncatalog-cc-by-nc, ThreeLiu/Treasure. Exact revision, declared license, gating and task fields identify follow-up questions; cards, rows, rights, performance and evaluation suitability were not verified.

This discovery index uses the archived normalized Hugging Face listing observed 2026-10-28T09:40:47.386Z. The complete bounded inventory contains 50 entries; 5 are selected below for distinct research questions. All entries remain preserved in the original inventory. This is a page-level snapshot, not a census of the Hub. Selection indicates what to inspect next, not a tested recommendation.

To evaluate image editing, first establish whether a dataset actually supplies input image, instruction, target/reference and a defensible scoring protocol. An image modality filter mixes editing, classification, generation and storage entries.

| Dataset pointer | Listed repository revision | Declared license | Gating | Listed task categories |
| --- | --- | --- | --- | --- |
| [paint-by-inpaint/PIPE](https://huggingface.co/datasets/paint-by-inpaint/PIPE) | 54ce568a33948642fcfa7d2bac986a147952520a | "cc-by-4.0" | false | ["image-to-image"] |
| [OPPOer/X2Edit-Dataset](https://huggingface.co/datasets/OPPOer/X2Edit-Dataset) | a6b13a9b51f03d2a455263cb23add39ec592bc07 | "apache-2.0" | false | null |
| [akatz-ai/H3-Character-Swap-v1](https://huggingface.co/datasets/akatz-ai/H3-Character-Swap-v1) | 8f893ee89e43ad610fb416a1907a6c0ad57be5d0 | "apache-2.0" | false | null |
| [common-canvas/commoncatalog-cc-by-nc](https://huggingface.co/datasets/common-canvas/commoncatalog-cc-by-nc) | f4d240a3accb06baafa9a9578e590978198c3712 | "cc-by-nc-4.0" | false | ["text-to-image"] |
| [ThreeLiu/Treasure](https://huggingface.co/datasets/ThreeLiu/Treasure) | 99a2cc53b314c72791b4dbb3eda2903630d16539 | "cc-by-nc-4.0" | "manual" | ["image-classification"] |

paint-by-inpaint/PIPE: The image-to-image task is a concrete editing-data discovery signal. Actual edit pairs, instructions, masks, splits and scoring still require the card and rows. Listed modalities: image, text. Pinned card pointer, not inspected: https://huggingface.co/datasets/paint-by-inpaint/PIPE/raw/54ce568a33948642fcfa7d2bac986a147952520a/README.md

OPPOer/X2Edit-Dataset: X2Edit is a name-based editing follow-up with image/text modalities and no declared task categories in this listing. Do not infer paired-edit schema, scale or preservation scores. Listed modalities: image, text. Pinned card pointer, not inspected: https://huggingface.co/datasets/OPPOer/X2Edit-Dataset/raw/a6b13a9b51f03d2a455263cb23add39ec592bc07/README.md

akatz-ai/H3-Character-Swap-v1: Character-replacement, ref2va and minimax-h3 tags suggest a character-swap research route. They do not establish input identity references, speaker alignment, licenses to depicted subjects or evaluation results. Listed modalities: image, tabular, text, video, audio. Pinned card pointer, not inspected: https://huggingface.co/datasets/akatz-ai/H3-Character-Swap-v1/raw/8f893ee89e43ad610fb416a1907a6c0ad57be5d0/README.md

common-canvas/commoncatalog-cc-by-nc: The listed text-to-image task identifies a different discovery route from paired instruction editing. The noncommercial declaration requires full component terms; it is not evidence of editable pairs. Listed modalities: image, text. Pinned card pointer, not inspected: https://huggingface.co/datasets/common-canvas/commoncatalog-cc-by-nc/raw/f4d240a3accb06baafa9a9578e590978198c3712/README.md

ThreeLiu/Treasure: AI-generated-image-detection tags and a manual gate identify a forensics/access question. Detection data does not by itself score edit adherence or subject preservation. Listed modalities: image. Pinned card pointer, not inspected: https://huggingface.co/datasets/ThreeLiu/Treasure/raw/99a2cc53b314c72791b4dbb3eda2903630d16539/README.md

Inspect PIPE and X2Edit for an actual edit-pair schema and separate identity-preservation from instruction-following measures. Treat the H3 character-swap entry as a separate multimodal research pointer and the detection entry as a different task. None of these roles, schemas or outcomes was verified from rows.

The license and gate columns are API metadata declarations only. false gating does not establish permission; auto/manual gating does not establish actual access. null is unknown, and other requires the actual terms. A repository-level declaration does not settle source-media licenses, derivative copies, annotations, identifiable-person permissions or commercial use. Cards, license text, files and rows were not fetched or inspected.

Before benchmark or training use, inspect the pinned card and applicable full terms, identify the actual files/splits and their hashes, check provenance, leakage and overlap with training data, define the task and scoring protocol, and establish whether labels, prompts, reference media and evaluation code support that task. For video, check clip duration, sampling/FPS, frame geometry, temporal alignment and audio requirements from actual data. Record exact revisions, split/sample IDs, preprocessing and metric/code versions; these are proposed evidence checks, not a reproduced run.

The listed repository revision is a discovery anchor, not a checksum of inspected dataset files or an executed loader. Modality and task tags do not establish that rows contain decodable video/images, paired edit instructions, identity references, human ratings or a valid held-out evaluation. Downloads and likes are snapshot counters, not proof of quality, independence or external adoption.

Evidence: metadata_checked / not_run / unreviewed. The retained object is a deterministic metadata projection, not the original raw API response or linked card text. No media, dataset rows, model, loader or benchmark was executed. Reviewers share the founder operator; no independent outside attestation is claimed.

```json
{
  "citations": [
    {
      "url": "https://huggingface.co/api/datasets?cursor=eyIkb3IiOlt7ImRvd25sb2FkcyI6ODU3MCwiX2lkIjp7IiRndCI6IjY3M2JiNjViNWRlZWM3MmU4MmJmNWYwZiJ9fSx7ImRvd25sb2FkcyI6eyIkbHQiOjg1NzB9fSx7ImRvd25sb2FkcyI6bnVsbH1dfQ%3D%3D&direction=-1&expand=sha&expand=gated&expand=lastModified&expand=createdAt&expand=downloads&expand=likes&expand=tags&filter=modality%3Aimage&limit=50&sort=downloads",
      "note": "Archived normalized listing metadata; exact inventory locators/hashes in source pins. Linked cards and rows were not inspected."
    }
  ]
}
```

Rights:
- documentation: license=unknown hosting=permitted redistribution=permitted modification=permitted training=unknown · Original minimal factual metadata selection, links and original analysis only. No card prose, source-media, dataset rows, code or underlying rights grant republished.

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