dad887/DAD-Public-Repro

DAD public experiment data

Fixed public-data splits for Detect Anything in Graphic Design: Element-Level Rewards for Autoregressive Detection.

Split	Records	Image IDs	Sources
SFT	90,000	57,083	18,000 records each from DAD, ChartGalaxy, Crello, PrismLayersPro, and LICA
RL	5,000	5,000	Released DAD examples
Test	5,000	5,000	Released DAD examples

The SFT split repeats examples from smaller sources to preserve equal source sampling. repeat_index records these repetitions. This package contains 67,083 composited image files and their detection annotations; the full DAD release contains additional images and layered assets.

Download and use

The inference code downloads only the requested split, verifies archive and image checksums, and extracts images:

python -m inference.predict --variant elerpo --output outputs/elerpo.jsonl

For manual use, download annotations/<split>.jsonl, manifests/images.jsonl, and manifests/shards.json, then fetch the archives whose split matches the requested split. Extract archives into a common dataset directory. Images are losslessly encoded PNGs; archive members use the same relative image paths as the annotations.

annotations/sft.jsonl
annotations/rl.jsonl
annotations/test.jsonl
images/<split>-<source>-<shard>.tar
manifests/images.jsonl
manifests/shards.json
manifests/sources.json

Record format

{
  "id": "test_000000",
  "image_id": "public_dad_<identifier>",
  "image": "images/public_dad_<identifier>.png",
  "source": "public_dad",
  "width": 1000,
  "height": 1000,
  "boxes": [[100, 200, 400, 600]],
  "types": ["visual"],
  "repeat_index": 0
}

The example illustrates the schema, not a specific dataset record. id uniquely identifies a split record; image_id identifies an image and is shared by repeated SFT records. Boxes are pixel-space [x1,y1,x2,y2], paired with text or visual types and stored in annotation order. Source annotation conventions are preserved. The model's [0,1000] coordinates are handled by the inference/evaluation code.

Image metadata has been removed and identifiers standardized. Original image dimensions and decoded RGB pixels are retained. Invalid source boxes were excluded when forming the experiment manifests. The provided split membership and repetitions are fixed.

Sources and licenses

Source	Unique SFT images	License
DAD	18,000	CC BY 4.0 for the contributed DAD portion of this release
ChartGalaxy	18,000	CC BY-NC 4.0, following the source dataset card metadata
Crello	1,955	CDLA Permissive 2.0
PrismLayersPro	18,000	Apache 2.0
LICA	1,128	CC BY 4.0

See LICENSE.md, source metadata, and the included license texts. Each source retains its own terms; this mixed-source package does not replace them with a single blanket license. Attribute DAD and the original datasets when using their examples.

The corresponding public models and code are released separately.