ComfyUI Node: Flow Matching Stage
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Category
latent/upscaling
Inputs
model MODEL
positive CONDITIONING
negative CONDITIONING
latent LATENT
seed INT
steps INT
cfg FLOAT
sampler_name
- euler
- euler_cfg_pp
- euler_ancestral
- euler_ancestral_cfg_pp
- heun
- heunpp2
- exp_heun_2_x0
- exp_heun_2_x0_sde
- dpm_2
- dpm_2_ancestral
- lms
- dpm_fast
- dpm_adaptive
- dpmpp_2s_ancestral
- dpmpp_2s_ancestral_cfg_pp
- dpmpp_sde
- dpmpp_sde_gpu
- dpmpp_2m
- dpmpp_2m_cfg_pp
- dpmpp_2m_sde
- dpmpp_2m_sde_gpu
- dpmpp_2m_sde_heun
- dpmpp_2m_sde_heun_gpu
- dpmpp_3m_sde
- dpmpp_3m_sde_gpu
- ddpm
- lcm
- ipndm
- ipndm_v
- deis
- res_multistep
- res_multistep_cfg_pp
- res_multistep_ancestral
- res_multistep_ancestral_cfg_pp
- gradient_estimation
- gradient_estimation_cfg_pp
- er_sde
- seeds_2
- seeds_3
- sa_solver
- sa_solver_pece
- ddim
- uni_pc
- uni_pc_bh2
scheduler
- simple
- sgm_uniform
- karras
- exponential
- ddim_uniform
- beta
- normal
- linear_quadratic
- kl_optimal
scale_factor FLOAT
noise_ratio FLOAT
skip_blend FLOAT
denoise FLOAT
upscale_method
- nearest-exact
- bilinear
- area
- bicubic
- lanczos
- bislerp
enable_dilated_sampling
- disable
- enable
reduce_memory_use
- disable
- enable
dilated_downscale FLOAT
dilated_blend FLOAT
dilated_min_steps INT
dilated_seed_mode
- derive
- same
dilated_denoise FLOAT
Outputs
LATENT
LATENT
INT
MODEL
CONDITIONING
CONDITIONING
Extension: ComfyUI-FlowMatching-Upscaler
Progressive upscaling node for flow-matching models that incrementally doubles resolution with flow-consistent re-noising, denoising, and skip residual blending to preserve composition.
Authored by ttulttul
Looking for a different node?
More nodes in ComfyUI-FlowMatching-Upscaler
Other latent/upscaling nodes
Run ComfyUI workflows without the setup
No installs, no CUDA version roulette, no GPU sitting idle on your bill. Bring a workflow and run it in the browser.