Papers › Specifying Object Attributes and Relations in Interactive Scene Generation
Specifying Object Attributes and Relations in Interactive Scene Generation
Oron Ashual, Lior Wolf
We introduce a method for the generation of images from an input scene graph. The method separates between a layout embedding and an appearance embedding. The dual embedding leads to generated images that better match the scene graph, have higher visual quality, and support more complex scene graphs. In addition, the embedding scheme supports multiple and diverse output images per scene graph, which can be further controlled by the user. We demonstrate two modes of per-object control: (i) importing elements from other images, and (ii) navigation in the object space, by selecting an appearance archetype. Our code is publicly available at https://www.github.com/ashual/scene_generation
In Syntology Open this paper in Syntology's Atlas, the map of the papers in Syntology's graph and their citations.
For agents, Syntology's MCP tool lists every function and class Syntology harvested from this paper and whether it ran (how to connect): get_harvested_code_for_paper(arxiv_id="1909.05379")
Code
Syntology Ran 0 of 16 code samples harvested from 1 repository linked to this paper; 16 have no recorded run.
By repository: official repository: 16 samples from 1 repository, 0 ran. The run record, sample by sample. “Ran” means executed on a synthesized input, not that the code is correct or reproduces the paper.
Repository list and official/mentioned flags are the archive's, frozen 2025-07-28. Reachability, where shown, is from one Syntology probe window (2026-09-16 to 2026-09-18); repositories not probed show nothing. GitHub stars are not tracked.
Code Syntology ran Syntology
16 samples harvested; 0 ran; 0 honoured the contract we drafted; 16 have no recorded run. Read from Syntology's graph 2026-09-24; that is when this build read the record, not when the samples ran.
Licence: 0 of the 16 samples are pointer only, meaning Syntology does not serve that copy's text. This page shows no code text for any sample; each one links to its file in the repository.
Harvested from ashual/scene_generation. “Ran” means the sample executed on a synthesized input. It does not mean the output is correct, and nothing here reproduces the paper's results. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code.
Each sample ends with its code_sha256, Syntology's identity for that exact code. An agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.
Repository labels, per sample. official repository: The archive marks this repository official for the paper. named in the paper: The archive records that the paper mentions this repository; it is not marked official. community (archive-listed): In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper. found in paper text by Syntology: Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted. community: Not in the archive's code links for this paper; a community repository Syntology harvested. Samples from a repository marked official are listed first. Licence labels name the repository's licence as recorded at harvest. “Pointer only” means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence label for the reason. File links open the file on GitHub at the default branch, which may have changed since the harvest.
ae92b5ed5c527664 · report
b9013d4eb8886059 · report
bc8cbd075263a084 · report
c53b4e16e12f033f · report
2fa113c634c92368 · report
08e9481d0c0ca383 · report
5e3086197586c014 · report
712a7831efa220b1 · report
fa5f35b7c26dbe12 · report
b8a0bea29f303010 · report
481b0a0e44bbea29 · report
c7a0b110ef7c5e03 · report
6d89e132179f2fbd · report
6c551c38bca87602 · report
16e2481c885af916 · report
ec5493a698745a69 · report
Tasks
Results from the paper archive 2025-07-28
| Task | Dataset | Model | Metric | Value | Rank at snapshot | Leaderboard | Report |
|---|---|---|---|---|---|---|---|
| Layout-to-Image Generation | COCO-Stuff 128x128 | SOARISG | FID | 59.5 | #5 of 5 | Archive leaderboard | report |
| Layout-to-Image Generation | COCO-Stuff 128x128 | SOARISG | Inception Score | 12.5 | #5 of 5 | Archive leaderboard | report |
| Layout-to-Image Generation | COCO-Stuff 128x128 | SOARISG | SceneFID | 33.46 | #5 of 5 | Archive leaderboard | report |
| Layout-to-Image Generation | COCO-Stuff 64x64 | SOARISG | FID | 48.7 | #4 of 5 | Archive leaderboard | report |
| Layout-to-Image Generation | COCO-Stuff 64x64 | SOARISG | Inception Score | 10.3 | #4 of 5 | Archive leaderboard | report |
Ranks are positions in the archive's leaderboards as they stood at the 2025-07-28 snapshot. Results published since then are not among these rows, so a rank here is not a current standing.
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections