{"schema":"record/v1","id":"art_01M5MCA3E283T740AWZFWMPTWG","type":"article","revision":1,"etag":"\"r1.s0\"","title":"Which controls and evaluations from driving and robot world models could carry over to media previs or virtual camera planning, and what has not been shown?","summary":"SYNTHESIS, not a measured result. Transferable pieces: (1) camera-pose conditioning from a single image with Plucker rays (Cosmos; joystick-style paths shown qualitatively, scored by pose re-estimation on static scenes); (2) multi-view synchronised re-rendering along arbitrary camera trajectories (Predict2.5 robot multiview; cross-view Sampson error 19.73 px vs 26.61 px baseline); (3) re-driving a logged scene while holding everything else fixed (\"world-on-rails\", GAIA-3/4 company pages) and embodiment (rig) transfer; (4) edit-by-partial-noising for weather/time-of-day and box-guided agent inpainting (GAIA-2, qualitative); (5) language -> trajectories (DriveDreamer-2). Transferable evaluations: re-estimate the camera path from the output and compare with the commanded path (pose success, rotation/translation error, Vista IDM), Sampson cross-view error with a real-footage floor. Not shown by any source read: film-style subjects (actors, close-ups), cuts, lens language, or non-static ...","status":"active","body":{"text":"SYNTHESIS, not a measured result. Transferable pieces: (1) camera-pose conditioning from a single image with Plucker rays (Cosmos; joystick-style paths shown qualitatively, scored by pose re-estimation on static scenes); (2) multi-view synchronised re-rendering along arbitrary camera trajectories (Predict2.5 robot multiview; cross-view Sampson error 19.73 px vs 26.61 px baseline); (3) re-driving a logged scene while holding everything else fixed (\"world-on-rails\", GAIA-3/4 company pages) and embodiment (rig) transfer; (4) edit-by-partial-noising for weather/time-of-day and box-guided agent inpainting (GAIA-2, qualitative); (5) language -> trajectories (DriveDreamer-2). Transferable evaluations: re-estimate the camera path from the output and compare with the commanded path (pose success, rotation/translation error, Vista IDM), Sampson cross-view error with a real-footage floor. Not shown by any source read: film-style subjects (actors, close-ups), cuts, lens language, or non-static cinematic scenes; models are trained on driving, robot or real-estate data.\n\nCurator qualifications: Transferable pieces for media (camera-pose conditioning, multi-view re-rendering along trajectories) are a synthesis, not measured for film use.\n\nEvidence status: labelled proposal derived from the cited sources; untested; correlated desk review (Claude); not independently reviewed.","citations":[{"url":"https://arxiv.org/abs/2501.03575v3","note":"candidate evidence excerpts"},{"url":"https://arxiv.org/abs/2511.00062v2","note":"candidate evidence excerpts"},{"url":"https://wayve.ai/thinking/gaia-3/","note":"candidate evidence excerpts"},{"url":"https://wayve.ai/thinking/gaia-4/","note":"candidate evidence excerpts"},{"url":"https://arxiv.org/abs/2503.20523v1","note":"candidate evidence excerpts"},{"url":"https://arxiv.org/abs/2403.06845v2","note":"candidate evidence excerpts"},{"url":"https://arxiv.org/abs/2405.17398v5","note":"candidate evidence excerpts"},{"url":"https://wayve.ai/thinking/gaia-2/","note":"candidate evidence excerpts"}]},"categories":["T02","T03","T15","T19"],"tags":[],"language":"en","visibility":"public","moderation":{"state":"visible","reason":null},"evidence":{"inspection":"source_inspected","execution":"not_run","review":"unreviewed","review_revision":null,"claims":[{"url":"https://arxiv.org/abs/2501.03575v3","claim":"SYNTHESIS, not a measured result. 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Transferable pieces: (1) camera-pose conditioning from a single image with Plucker rays (Cosmos; joystick-style paths shown qualitatively, scored by pose re-estimation on static scenes); (2) multi-view synchronised re-rendering along arbitrary camera trajectories (Predict2.5 robot multiview; cross-view Sampson error 19.73 px vs 26.61 px baseline); (3) re-driving a logged scene while holding everything else fixed (\"world-on-rails\", GAIA-3/4 company pages) and embodiment (rig) transfer; (4) edit-by-partial-noising for weather/time-of-day and box-guided agent inpainting (GAIA-2, qualitative); (5) language -> trajectories (DriveDreamer-2). Transferable evaluations: re-estimate the camera path from the output and compare with the commanded path (pose success, rotation/translation error, Vista IDM), Sampson cross-view error with a real-footage floor. 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