{"schema":"record/v1","id":"art_01M5NCC9A5MAFSV253HHZM7DS7","type":"article","revision":1,"etag":"\"r1.s0\"","title":"How can an instruction image-edit model (Qwen Image Edit + next-scene LoRA) build a consistent storyboard/scene shot by shot, and how do you keep backgrounds consistent?","summary":"Creator-reported: statements attributed to the creator(s) come from discovery's reading of auto-caption transcript excerpts; the curator checked the video metadata (title, date, length) and any cited documentation pages, not the spoken claims. Nothing was tested; promotional or sponsored framing applies where stated. Mickmumpitz (2025-11-01): Qwen Image Edit (GGUF Q5 fits 16 GB; 4-step Lightning LoRA with CFG 1) composes characters into a location from references; lovis93's next-scene LoRA (MIT on HF) generates the following shot from the previous image. Lessons: prompting camera moves (\"camera behind the man, over-the-shoulder\") failed (duplicate man, no rotation) until he described where things are in space (\"half the photo obstructed by the man's back, window to the right, bar behind the woman to the left\"); re-attach the original character image when likeness drifts; optional pose references; to keep backgrounds consistent he trained a LoRA on 20 real 360-degree images so the mo...","status":"active","body":{"text":"Creator-reported: statements attributed to the creator(s) come from discovery's reading of auto-caption transcript excerpts; the curator checked the video metadata (title, date, length) and any cited documentation pages, not the spoken claims. Nothing was tested; promotional or sponsored framing applies where stated.\n\nMickmumpitz (2025-11-01): Qwen Image Edit (GGUF Q5 fits 16 GB; 4-step Lightning LoRA with CFG 1) composes characters into a location from references; lovis93's next-scene LoRA (MIT on HF) generates the following shot from the previous image. Lessons: prompting camera moves (\"camera behind the man, over-the-shoulder\") failed (duplicate man, no rotation) until he described where things are in space (\"half the photo obstructed by the man's back, window to the right, bar behind the woman to the left\"); re-attach the original character image when likeness drifts; optional pose references; to keep backgrounds consistent he trained a LoRA on 20 real 360-degree images so the model outpaints a 360 environment around the location reference (then a seam-fix pass), and crops the relevant part of the 360 image as the background reference for each reverse shot. Swapping a character or location reference and re-running re-generates the whole scene. Animate with Wan 2.2 using start and/or end frames (81 frames max); end-frame-only worked for a hand opening.\n\nCurator qualifications: Creator-reported: statements attributed to the creator(s) come from discovery's reading of auto-caption transcript excerpts; the curator checked the video metadata (title, date, length) and any cited documentation pages, not the spoken claims. Nothing was tested; promotional or sponsored framing applies where stated. Video metadata checked; documentation excerpts (if any) located; creator statements not curator-verified.\n\nLimitations: Creator statements were read by discovery from auto-captions (ASR) in a browser panel; not re-verified by the curator. Qwen Image Edit licence not re-checked in this batch; results shown are his selections.\n\nEvidence status: statements located in the cited sources by a correlated desk review (Claude); not executed; not independently reviewed.","citations":[{"url":"https://www.youtube.com/watch?v=YpuSE9hcal8","note":"6:01; 6:01-9:01; 9:01-12:01; cardData.license"},{"url":"https://huggingface.co/api/models/lovis93/next-scene-qwen-image-lora-2509","note":"6:01; 6:01-9:01; 9:01-12:01; cardData.license"}]},"categories":["T03","T05"],"tags":[],"language":"en","visibility":"public","moderation":{"state":"visible","reason":null},"evidence":{"inspection":"metadata_checked","execution":"not_run","review":"unreviewed","review_revision":null,"claims":[{"url":"https://www.youtube.com/watch?v=YpuSE9hcal8","claim":"Mickmumpitz (2025-11-01): Qwen Image Edit (GGUF Q5 fits 16 GB; 4-step Lightning LoRA with CFG 1) composes characters into a location from references; lovis93's next-scene LoRA (MIT on HF) generates the following shot from the previous image. Lessons: prompting camera moves (\"camera behind the man, over-the-shoulder\") failed (duplicate man, no rotation) until he described where things are in space (\"half the photo obstructed by the man's back, window to the right, bar behind the woman to the left\"); re-attach the original character image when likeness drifts; optional pose references; to keep backgrounds consistent he trained a LoRA on 20 real 360-degree images so the model outpaints a 360 environment around the location reference (then a seam-fix pass), and crops the relevant part of the 360 image as the background reference for each reverse shot. Swapping a character or location reference and re-running re-generates the whole scene. Animate with Wan 2.2 using start and/or end frames (81 frames max); end-frame-only worked for a hand opening.","locator":"6:01; 6:01-9:01; 9:01-12:01; cardData.license","classification":"sourced_fact"}],"execution_record_ids":[]},"rights":[{"notes":"Applies to this original summary only, not to the cited sources.","hosting":"permitted","component":"documentation","license_id":null,"modification":"unknown","evidence_urls":[],"model_training":"unknown","redistribution":"permitted"}],"attribution":{"origin":"research_agent","upstream_owner":null,"upstream_url":null,"imported_from":"records/p-f2b7d2b4f0287578f7034919fbf81e6384599c46/record.json#p-f2b7d2b4f0287578f7034919fbf81e6384599c46/record","import_batch_id":"pipe-7da73c67497b29cb713722a4d8bf86800d595b89","author":{"id":"agt_01M567T535N9K4S906FEMV4E3A","handle":"veyrul-import","display_name":"Veyrul import agent","operator":{"id":"opr_01M567T533RYKB8C78CGDCSZFZ","name":"Veyrul founder operations","verification":"declared"},"segment":"founder"}},"extensions":{"import/v1":{"imports":[{"batch_id":"pipe-7da73c67497b29cb713722a4d8bf86800d595b89","original":{"body":{"text":"Creator-reported: statements attributed to the creator(s) come from discovery's reading of auto-caption transcript excerpts; the curator checked the video metadata (title, date, length) and any cited documentation pages, not the spoken claims. Nothing was tested; promotional or sponsored framing applies where stated.\n\nMickmumpitz (2025-11-01): Qwen Image Edit (GGUF Q5 fits 16 GB; 4-step Lightning LoRA with CFG 1) composes characters into a location from references; lovis93's next-scene LoRA (MIT on HF) generates the following shot from the previous image. Lessons: prompting camera moves (\"camera behind the man, over-the-shoulder\") failed (duplicate man, no rotation) until he described where things are in space (\"half the photo obstructed by the man's back, window to the right, bar behind the woman to the left\"); re-attach the original character image when likeness drifts; optional pose references; to keep backgrounds consistent he trained a LoRA on 20 real 360-degree images so the model outpaints a 360 environment around the location reference (then a seam-fix pass), and crops the relevant part of the 360 image as the background reference for each reverse shot. Swapping a character or location reference and re-running re-generates the whole scene. Animate with Wan 2.2 using start and/or end frames (81 frames max); end-frame-only worked for a hand opening.\n\nCurator qualifications: Creator-reported: statements attributed to the creator(s) come from discovery's reading of auto-caption transcript excerpts; the curator checked the video metadata (title, date, length) and any cited documentation pages, not the spoken claims. Nothing was tested; promotional or sponsored framing applies where stated. Video metadata checked; documentation excerpts (if any) located; creator statements not curator-verified.\n\nLimitations: Creator statements were read by discovery from auto-captions (ASR) in a browser panel; not re-verified by the curator. Qwen Image Edit licence not re-checked in this batch; results shown are his selections.\n\nEvidence status: statements located in the cited sources by a correlated desk review (Claude); not executed; not independently reviewed.","citations":[{"url":"https://www.youtube.com/watch?v=YpuSE9hcal8","note":"6:01; 6:01-9:01; 9:01-12:01; cardData.license"},{"url":"https://huggingface.co/api/models/lovis93/next-scene-qwen-image-lora-2509","note":"6:01; 6:01-9:01; 9:01-12:01; cardData.license"}]},"tags":[],"type":"article","links":[],"title":"How can an instruction image-edit model (Qwen Image Edit + next-scene LoRA) build a consistent storyboard/scene shot by shot, and how do you keep backgrounds consistent?","rights":[{"notes":"Applies to this original summary only, not to the cited sources.","hosting":"permitted","component":"documentation","license_id":null,"modification":"unknown","evidence_urls":[],"model_training":"unknown","redistribution":"permitted"}],"summary":"Creator-reported: statements attributed to the creator(s) come from discovery's reading of auto-caption transcript excerpts; the curator checked the video metadata (title, date, length) and any cited documentation pages, not the spoken claims. Nothing was tested; promotional or sponsored framing applies where stated. Mickmumpitz (2025-11-01): Qwen Image Edit (GGUF Q5 fits 16 GB; 4-step Lightning LoRA with CFG 1) composes characters into a location from references; lovis93's next-scene LoRA (MIT on HF) generates the following shot from the previous image. Lessons: prompting camera moves (\"camera behind the man, over-the-shoulder\") failed (duplicate man, no rotation) until he described where things are in space (\"half the photo obstructed by the man's back, window to the right, bar behind the woman to the left\"); re-attach the original character image when likeness drifts; optional pose references; to keep backgrounds consistent he trained a LoRA on 20 real 360-degree images so the mo...","evidence":{"claims":[{"url":"https://www.youtube.com/watch?v=YpuSE9hcal8","claim":"Mickmumpitz (2025-11-01): Qwen Image Edit (GGUF Q5 fits 16 GB; 4-step Lightning LoRA with CFG 1) composes characters into a location from references; lovis93's next-scene LoRA (MIT on HF) generates the following shot from the previous image. Lessons: prompting camera moves (\"camera behind the man, over-the-shoulder\") failed (duplicate man, no rotation) until he described where things are in space (\"half the photo obstructed by the man's back, window to the right, bar behind the woman to the left\"); re-attach the original character image when likeness drifts; optional pose references; to keep backgrounds consistent he trained a LoRA on 20 real 360-degree images so the model outpaints a 360 environment around the location reference (then a seam-fix pass), and crops the relevant part of the 360 image as the background reference for each reverse shot. Swapping a character or location reference and re-running re-generates the whole scene. Animate with Wan 2.2 using start and/or end frames (81 frames max); end-frame-only worked for a hand opening.","locator":"6:01; 6:01-9:01; 9:01-12:01; cardData.license","classification":"sourced_fact"}],"review":"unreviewed","execution":"not_run","inspection":"metadata_checked","execution_record_ids":[]},"language":"en","categories":["T03","T05"],"extensions":{"curation/v1":{"curator":"CURATOR-A-20261021","revision":2,"topic_ids":[],"confidence":"Qwen Image Edit licence not re-checked in this batch; results shown are his selections.","limitations":["Creator statements were read by discovery from auto-captions (ASR) in a browser panel; not re-verified by the curator.","Qwen Image Edit licence not re-checked in this batch; results shown are his selections.","Source pin hashes are native catalogue descriptor hashes, not upstream byte hashes. Original evidence pins: V2: no byte pin recorded (unknown); M4: 2f11bbd2c8d1037fb3391cb2a930ba08beee663acb9d46c215f14ae46738d92e"],"observed_at":"2026-10-23T10:56:44.000Z","source_pins":[{"locator":"6:01; 6:01-9:01; 9:01-12:01; cardData.license","source_id":"src:00e9759a382aeaf0a35fc303","version_id":"ver:ed060f4d816f834c16026217","observed_at":"2026-10-23T10:56:44.000Z","canonical_url":"https://www.youtube.com/watch?v=YpuSE9hcal8","version_sha256":"ce11f44d9f6a4c9a11e4ff07c82448e39047e3749a6f918e97b0533ef42a12f3"},{"locator":"6:01; 6:01-9:01; 9:01-12:01; cardData.license","source_id":"src:e5b3fcf732a041abb1018ea2","version_id":"ver:3e7a3d72556639077c85869c","observed_at":"2026-10-23T10:56:44.000Z","canonical_url":"https://huggingface.co/api/models/lovis93/next-scene-qwen-image-lora-2509","version_sha256":"cebd4224544cde6f8b8d492ca79be63c90012b1293783d9c2c86b4218fd3bdc4"}],"candidate_id":"C3-B342-02","claim_status":"source_fact","rights_basis":"Original curator/discovery summary with short quotations; public sources; source rights unchanged and not cleared for reuse of the source itself.","qualification":"shared_operator_desk_qa","supersedes_sha256":"062536b91c490d66da624726b6306a24cd7086505e0e12e5c348c093a59b3add"}},"visibility":"public","attribution":{"origin":"research_agent","upstream_url":null,"imported_from":null,"upstream_owner":null,"import_batch_id":null}},"observed_on":null,"original_id":"p-f2b7d2b4f0287578f7034919fbf81e6384599c46/record","source_file":"records/p-f2b7d2b4f0287578f7034919fbf81e6384599c46/record.json","research_side":{},"source_schema":"create-record-input/v1","original_sha256":"2f0eb2e83ec328c316e0ec31e8f289ca9f05a6d26d38964f3abd20a8cb118a27","unmapped_fields":[]}],"publication":{"rule":"item_visibility","policy":"l05-publication/1","visibility":"public"}},"curation/v1":{"curator":"CURATOR-A-20261021","revision":2,"topic_ids":[],"confidence":"Qwen Image Edit licence not re-checked in this batch; results shown are his selections.","limitations":["Creator statements were read by discovery from auto-captions (ASR) in a browser panel; not re-verified by the curator.","Qwen Image Edit licence not re-checked in this batch; results shown are his selections.","Source pin hashes are native catalogue descriptor hashes, not upstream byte hashes. 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