diff --git a/README.md b/README.md index fa05521..806ea6e 100644 --- a/README.md +++ b/README.md @@ -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。 + +Endpoint decodability + +不同 NFE 下的生成质量变化: + +TJS low NFE gallery + +更长步数范围下的 NFE 渐进对比: + +TJS NFE progression + +FID 与 NFE 的趋势示意: + +FID versus NFE benchmark + ## 安装 把本文件夹复制到 ComfyUI 的自定义节点目录: diff --git a/README_EN.md b/README_EN.md index c233633..09a4aaf 100644 --- a/README_EN.md +++ b/README_EN.md @@ -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. + +Endpoint decodability + +Generation quality at different NFE budgets: + +TJS low NFE gallery + +Progression across a wider NFE range: + +TJS NFE progression + +FID versus NFE trend: + +FID versus NFE benchmark + ## Installation Copy this folder into ComfyUI's custom node directory: diff --git a/assets/endpoint_decodability.png b/assets/endpoint_decodability.png new file mode 100644 index 0000000..503e913 Binary files /dev/null and b/assets/endpoint_decodability.png differ diff --git a/assets/fid_vs_nfe_benchmark.png b/assets/fid_vs_nfe_benchmark.png new file mode 100644 index 0000000..ea0dec1 Binary files /dev/null and b/assets/fid_vs_nfe_benchmark.png differ diff --git a/assets/tjs_low_nfe_gallery.png b/assets/tjs_low_nfe_gallery.png new file mode 100644 index 0000000..f1a423d Binary files /dev/null and b/assets/tjs_low_nfe_gallery.png differ diff --git a/assets/tjs_nfe_progression.png b/assets/tjs_nfe_progression.png new file mode 100644 index 0000000..1641c29 Binary files /dev/null and b/assets/tjs_nfe_progression.png differ