Building a consistent cartoon shot sheet in ComfyUI
A cartoon sequence is judged across frames, not by the strongest isolated image. Use an original character sheet and a shot plan to preserve proportions, wardrobe and setting, then treat each generated frame as a candidate that needs continuity review.
Create a continuity specification
Record the character's silhouette, clothing, palette, recurring props and relevant scale relationships. Use original designs or material you have permission to adapt. Describe the intended visual qualities rather than assuming a television reference supplies a complete production specification.
Plan camera distance, subject placement and action for each shot. A simple thumbnail or written layout can clarify what must remain fixed. Separate continuity requirements from details that may vary, such as a background cloud or an incidental texture.
Generate a controlled set of candidates
Start from a maintained image workflow and preserve the model and environment record. Use a small number of deliberate prompt changes between shots. Do not change model, adapter, aspect ratio and sampling settings simultaneously if you need to understand why continuity was lost.
A fixed seed is a useful control inside a comparison, not an identity lock across arbitrary scenes. Keep the accepted output itself and its graph. PyTorch's reproducibility guidance also cautions against expecting identical results across releases and platforms.
Review the sheet as a sequence
Arrange frames in order at a consistent display size. Look for changes in eye spacing, garment details, dominant colours, prop count and spatial direction. An individually attractive frame may fail because it contradicts the previous shot. Record the specific defect before attempting a correction.
Use a targeted edit for a local defect when appropriate, retaining its input and mask. The official inpainting example provides a documented starting point. Recheck the whole frame after editing: correcting a hand can still introduce a discontinuity in nearby clothing or lighting.
Keep resource claims separate from continuity
Measure the memory and completion time of the graph you actually use. Cartoon styling alone does not determine a universal VRAM requirement. Work with one candidate at a time during diagnosis and keep any resolution compromise visible in the delivery record.
This revision removes unsupported hardware thresholds and implied animation benchmarks. It offers a shot-sheet method, not a promise of automatic temporal coherence or a production licence for somebody else's characters. Keep the final sequence, individual workflows and human continuity decisions together so revisions can be made deliberately.