comfyui-curved_weight_schedule

Advanced Curved ControlNet Scheduler

Advanced version with presets, formulas, blending, and more features. Generates curved timestep keyframes for Advanced ControlNet.

Conditioning/Controlnet · 3 inputs · 23 parameters · 3 outputs

Apply_CN_Extras_Masks

Applies masks to images within timestep keyframes' cn_extras. For each keyframe: - If cn_extras has both 'mask' and 'image' - Multiplies image by mask - Stores result back in cn_extras['image'] This allows per-keyframe masked control images for Advanced ControlNet.

ControlNet/Keyframing · 1 input · 2 parameters · 2 outputs

AutoBackgroundMask

Automatically generate background mask (inverted person mask).

Mask · 1 input · 7 parameters · 1 output

AutoPersonMask

Automatically detect and mask people/foreground objects using AI. Uses rembg (U2-Net) for accurate segmentation.

Mask · 1 input · 7 parameters · 2 outputs

Batch_Images_to_Timestep_Keyframes

Maps a BATCH of images (K,H,W,C) to the K keyframes in prev_timestep_kf by index, storing the per-index image under keyframe.cn_extras['image']. PRESERVES existing cn_extras content (like masks) from the source keyframes. Returns a container with a `.keyframes` attribute and `.has_index(i)` so downstream nodes (e.g. Apply Advanced ControlNet) can use it directly.

ControlNet/Keyframing · 1 input · 1 parameter · 2 outputs

Curved ControlNet Scheduler

Generates curved timestep keyframes for Advanced ControlNet. Controls ControlNet strength across generation steps (timesteps).

Conditioning/Controlnet · 1 input · 11 parameters · 2 outputs

Curved_Blur_Batch_Preprocessor

Produces a BATCH of images blurred with increasing (or custom-curved) Gaussian sigma. Pair this with a scheduler or batch-to-keyframe mapper so frame i is used at keyframe i. Note: Sigma values below 0.5 produce minimal blur. Values above 12.0 produce heavy blur. Sigma of 0.0 produces no blur (identity).

ControlNet Preprocessors/Tile · 1 input · 7 parameters · 3 outputs

CurveFormulaBuilder

Beginner-friendly curve formula builder. No math knowledge required - just select patterns and adjust sliders!

Conditioning/Controlnet · 0 inputs · 8 parameters · 3 outputs

InteractiveCurveDesigner

Interactive curve designer with visual canvas interface. Draw curves by clicking and dragging points on a canvas!

Conditioning/Controlnet · 0 inputs · 4 parameters · 3 outputs

MaskSymmetryTool

Mirror/flip masks across different axes for symmetrical compositions. Useful for portraits, architecture, and any symmetrical subjects.

Mask · 1 input · 5 parameters · 1 output

Multi-ControlNet Curve Coordinator

Coordinate multiple ControlNet curves simultaneously with independent timing. Define up to 4 separate ControlNet curves, each with its own start/end timing.

Conditioning/Controlnet · 6 outputs

MultiLayerMaskEditor

A node that allows editing multiple mask layers on a single image. Each layer outputs as a separate mask that can be connected to different inputs.

Mask/Edit · 0 inputs · 2 parameters

MultiLayerMaskEditorSimple

Simplified version that outputs a specific number of masks based on num_layers

Mask/Edit · 0 inputs · 2 parameters · 5 outputs

MultiMaskCombinerBatch

Generates a BATCH of masks where each frame combines layers based on their scheduled start/end percents. Each mask in the batch corresponds to a different point in the generation timeline. Use with Batch_Masks_to_Timestep_Keyframes to apply to your curved scheduler.

Mask/Batch · 5 inputs · 23 parameters · 3 outputs

MultiMaskCombinerBatch10

Generates a BATCH of masks where each frame combines layers based on their scheduled start/end percents. Each mask in the batch corresponds to a different point in the generation timeline. 10-layer version for more complex compositions. Use with Batch_Masks_to_Timestep_Keyframes to apply to your curved scheduler.

Mask/Batch · 10 inputs · 38 parameters · 3 outputs

MultiMaskStrengthCombiner10

Combines up to 10 separate masks with different strength multipliers. Each mask can have its own ControlNet strength, making it easy to control different regions independently.

Mask · 10 inputs · 14 parameters · 1 output

MultiMaskStrengthCombiner5

Combines up to 5 separate masks with different strength multipliers. Each mask can have its own ControlNet strength, making it easy to control different regions independently.

Mask · 5 inputs · 9 parameters · 1 output

Redistribute_Keyframe_Percents

Redistributes the start_percent values of existing keyframes to evenly space them across the generation timeline. This preserves ALL other keyframe properties (strength curves, control weights, latent keyframes, masks, cn_extras, etc.) while fixing the temporal distribution. Use this AFTER your Advanced Curved ControlNet Scheduler to fix the start_percents while keeping all the curve magic intact!

ControlNet/Keyframing · 1 input · 4 parameters · 2 outputs

RegionalPrompting

All-in-one regional prompting node. Takes multiple masks and prompts, combines them into regional conditioning.

Conditioning · 6 inputs · 12 parameters · 1 output

RegionalPromptInterpolation

Smoothly interpolate between different prompts across regions. Creates gradient transitions between regional prompts.

Conditioning · 4 inputs · 11 parameters · 2 outputs