add visual examples

This commit is contained in:
XinPeng76
2026-07-08 14:47:02 +08:00
parent 02a0b7082c
commit 001d2ee49b
6 changed files with 38 additions and 0 deletions
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@@ -31,6 +31,24 @@ return x0_hat(xt, sigma[k*]) with one endpoint model call
当 `gamma = 1.0` 时,节点会运行完整采样 schedule,并跳过额外 endpoint call,等价于普通 KSampler 的边界情况。
## 效果示意
Endpoint decodability 示意:上排是直接解码中间 noisy latent,早期噪声较重;下排是使用 endpoint / denoised 预测得到的干净端点估计。
<img src="assets/endpoint_decodability.png" alt="Endpoint decodability" width="760">
不同 NFE 下的生成质量变化:
<img src="assets/tjs_low_nfe_gallery.png" alt="TJS low NFE gallery" width="760">
更长步数范围下的 NFE 渐进对比:
<img src="assets/tjs_nfe_progression.png" alt="TJS NFE progression" width="760">
FID 与 NFE 的趋势示意:
<img src="assets/fid_vs_nfe_benchmark.png" alt="FID versus NFE benchmark" width="760">
## 安装
把本文件夹复制到 ComfyUI 的自定义节点目录:
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@@ -37,6 +37,26 @@ flow-matching, Flux/SD3-style model wrappers, and related models.
When `gamma = 1.0`, the node runs the full sampling schedule and skips the
extra endpoint call, matching the ordinary KSampler boundary case.
## Visual Examples
Endpoint decodability: the top row decodes intermediate noisy latents directly,
while the bottom row uses endpoint / denoised prediction to estimate the clean
endpoint.
<img src="assets/endpoint_decodability.png" alt="Endpoint decodability" width="760">
Generation quality at different NFE budgets:
<img src="assets/tjs_low_nfe_gallery.png" alt="TJS low NFE gallery" width="760">
Progression across a wider NFE range:
<img src="assets/tjs_nfe_progression.png" alt="TJS NFE progression" width="760">
FID versus NFE trend:
<img src="assets/fid_vs_nfe_benchmark.png" alt="FID versus NFE benchmark" width="760">
## Installation
Copy this folder into ComfyUI's custom node directory:
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