diff --git a/src/components/panels/FilterPanel.vue b/src/components/panels/FilterPanel.vue
index 1290725..f361858 100644
--- a/src/components/panels/FilterPanel.vue
+++ b/src/components/panels/FilterPanel.vue
@@ -1,22 +1,170 @@
 <script setup lang="ts">
+import { onBeforeUnmount, reactive, watch } from "vue";
+import { FabricImage, filters } from "fabric";
+import type { FilterDef, FilterParam } from "@/types";
+import { FILTERS, FILTER_TYPES } from "@/editor/filters";
+import { useEditor } from "@/editor/useEditor";
+
 /**
- * 【T3 待实现 — 滤镜面板】
+ * 滤镜面板。选中图片时显示（Sidebar 已按 selectionKind === "image" 挂载）。
  *
- * 选中图片时显示。读 `@/editor/filters` 的 FILTERS 注册表，按每个 FilterDef 的
- * `params` 自动渲染滑杆；开关某个滤镜就往 `image.filters` 里增删，然后
- * `image.applyFilters()` + `canvas.requestRenderAll()`。
- *
- * 注意 `applyFilters()` 是重活，滑杆要节流，不要每个像素移动都跑一遍。
+ * 遍历 FILTERS 注册表，为每个滤镜渲染一个开关 + 按 `params` 自动生成的滑杆。
+ * 开关在 `image.filters` 里增删实例；参数变化先改实例再合帧重算，
+ * 避免 1200×630 的图上每个 input 事件都跑一遍 `applyFilters()`。
  */
+const { activeObject, canvas } = useEditor();
+
+interface FilterState {
+  enabled: boolean;
+  values: Record<string, number>;
+}
+
+const state = reactive<Record<string, FilterState>>({});
+
+for (const def of FILTERS) {
+  const values: Record<string, number> = {};
+  for (const p of def.params) values[p.key] = p.default;
+  state[def.id] = { enabled: false, values };
+}
+
+function currentImage(): FabricImage | null {
+  const obj = activeObject.value;
+  return obj instanceof FabricImage ? obj : null;
+}
+
+/** 从当前选中图片反推每个滤镜的启用状态与参数值。 */
+function readFromImage() {
+  const image = currentImage();
+  const list = image
+    ? (image.filters as filters.BaseFilter<string>[])
+    : [];
+  for (const def of FILTERS) {
+    const type = FILTER_TYPES[def.id];
+    const found = list.find((f) => f.type === type);
+    const st = state[def.id];
+    if (found) {
+      st.enabled = true;
+      for (const p of def.params) {
+        const v = (found as unknown as Record<string, unknown>)[p.key];
+        st.values[p.key] = typeof v === "number" ? v : p.default;
+      }
+    } else {
+      st.enabled = false;
+      for (const p of def.params) st.values[p.key] = p.default;
+    }
+  }
+}
+
+// `applyFilters()` 是重活：用 requestAnimationFrame 合帧，最多每帧跑一次。
+let rafId: number | null = null;
+function scheduleApply() {
+  if (rafId !== null) return;
+  rafId = requestAnimationFrame(() => {
+    rafId = null;
+    const image = currentImage();
+    const c = canvas.value;
+    if (!image || !c) return;
+    image.applyFilters();
+    c.requestRenderAll();
+  });
+}
+
+function toggle(def: FilterDef) {
+  const image = currentImage();
+  if (!image) return;
+  const type = FILTER_TYPES[def.id];
+  const st = state[def.id];
+  st.enabled = !st.enabled;
+  if (st.enabled) {
+    const instance = def.build({ ...st.values }) as filters.BaseFilter<string>;
+    image.filters.push(instance);
+  } else {
+    image.filters = image.filters.filter((f) => f.type !== type);
+  }
+  scheduleApply();
+}
+
+function onParam(def: FilterDef, p: FilterParam, event: Event) {
+  const image = currentImage();
+  if (!image) return;
+  const value = Number((event.target as HTMLInputElement).value);
+  state[def.id].values[p.key] = value;
+
+  const type = FILTER_TYPES[def.id];
+  const instance = (
+    image.filters as filters.BaseFilter<string>[]
+  ).find((f) => f.type === type);
+  if (instance) {
+    (instance as unknown as Record<string, unknown>)[p.key] = value;
+    scheduleApply();
+  }
+}
+
+watch(activeObject, readFromImage, { immediate: true });
+
+onBeforeUnmount(() => {
+  if (rafId !== null) cancelAnimationFrame(rafId);
+  rafId = null;
+});
 </script>
 
 <template>
-  <p class="todo">T3 待实现：模糊 / 亮度 / 对比度 / 饱和度 / 像素化 / 晶格化</p>
+  <div class="filter-panel">
+    <div v-for="def in FILTERS" :key="def.id" class="filter">
+      <label class="row toggle">
+        <input
+          type="checkbox"
+          :checked="state[def.id].enabled"
+          @change="toggle(def)"
+        />
+        <span>{{ def.label }}</span>
+      </label>
+
+      <div v-if="state[def.id].enabled" class="params">
+        <div v-for="p in def.params" :key="p.key" class="field">
+          <div class="row param-head">
+            <label class="param-label">{{ p.label }}</label>
+            <span class="param-value">{{ state[def.id].values[p.key] }}</span>
+          </div>
+          <input
+            type="range"
+            :min="p.min"
+            :max="p.max"
+            :step="p.step"
+            :value="state[def.id].values[p.key]"
+            @input="onParam(def, p, $event)"
+          />
+        </div>
+      </div>
+    </div>
+  </div>
 </template>
 
 <style scoped>
-.todo {
-  color: var(--fg-dim);
+.toggle {
+  cursor: pointer;
+  color: var(--fg);
+  margin-bottom: 6px;
+}
+
+.toggle input {
+  width: auto;
+}
+
+.params {
+  padding: 2px 0 8px 24px;
+}
+
+.param-head {
+  justify-content: space-between;
+}
+
+.param-label {
   margin: 0;
 }
+
+.param-value {
+  color: var(--fg-dim);
+  font-variant-numeric: tabular-nums;
+}
 </style>
diff --git a/src/editor/filters/crystallize.ts b/src/editor/filters/crystallize.ts
index 90b4cba..866bf44 100644
--- a/src/editor/filters/crystallize.ts
+++ b/src/editor/filters/crystallize.ts
@@ -1,19 +1,136 @@
+import { classRegistry, filters } from "fabric";
+import type { T2DPipelineState, TWebGLUniformLocationMap } from "fabric";
+
+const { BaseFilter } = filters;
+
+type CrystallizeOwnProps = {
+  cellSize: number;
+};
+
+const crystallizeDefaultValues: CrystallizeOwnProps = {
+  cellSize: 24,
+};
+
 /**
- * 【T3 待实现 — 晶格化滤镜】
+ * 抖动网格 Voronoi 晶格化。
  *
- * 目标是视觉上接近 Photoshop 的「晶格化」：把画面切成多边形色块，每块填一个纯色。
- * 做法用抖动网格 Voronoi——把画面划成规则网格，每格的种子点在格内随机偏移，
+ * 把画面划成 cellSize×cellSize 的规则网格，每格的种子点在格内伪随机偏移，
  * 每个像素取最近的种子点，填该种子点处的颜色。视觉上和真 Voronoi 难分辨，
  * 但只需要查邻近 9 格，复杂度可控。
- *
- * 实现要继承 fabric 的 `filters.BaseFilter`，模板见
- * `node_modules/fabric/dist/src/filters/Boilerplate.d.ts`。
- *
- * **必须同时实现两条路径**（fabric 会按后端能力二选一，只写一条会在另一条上静默不生效）:
- *   - `getFragmentSource()` + `static uniformLocations` + `sendUniformData()`  → WebGL
- *   - `applyTo2d(options)`                                                     → Canvas2D 降级
- *
- * 参数至少要有格子大小（cellSize），注册进 ../index.ts 的 FILTERS。
  */
+const fragmentSource = `
+  precision highp float;
+  uniform sampler2D uTexture;
+  uniform float uCellSize;
+  uniform float uStepW;
+  uniform float uStepH;
+  varying vec2 vTexCoord;
 
-export {};
+  float hash21(vec2 p) {
+    p = fract(p * vec2(123.34, 345.45));
+    p += dot(p, p + 34.345);
+    return fract(p.x * p.y);
+  }
+
+  void main() {
+    vec2 pixel = vec2(vTexCoord.x / uStepW, vTexCoord.y / uStepH);
+    float cs = max(uCellSize, 1.0);
+    vec2 grid = floor(pixel / cs);
+    vec2 bestSeed = pixel;
+    float bestDist = 1e20;
+    for (int dy = -1; dy <= 1; dy++) {
+      for (int dx = -1; dx <= 1; dx++) {
+        vec2 g = grid + vec2(float(dx), float(dy));
+        vec2 offset = vec2(hash21(g), hash21(g + vec2(71.71, 17.17)));
+        vec2 seed = (g + offset) * cs;
+        vec2 diff = pixel - seed;
+        float d = dot(diff, diff);
+        if (d < bestDist) {
+          bestDist = d;
+          bestSeed = seed;
+        }
+      }
+    }
+    gl_FragColor = texture2D(uTexture, bestSeed * vec2(uStepW, uStepH));
+  }
+`;
+
+/** 把整数格坐标 (x, y) 散列成 [0, 1) 的伪随机数，seed 用来取不同分量。 */
+function hash2(x: number, y: number, seed: number): number {
+  let h =
+    (Math.imul(x, 374761393) +
+      Math.imul(y, 668265263) +
+      Math.imul(seed, 2246822519)) |
+    0;
+  h = Math.imul(h ^ (h >>> 13), 1274126177);
+  return ((h ^ (h >>> 16)) >>> 0) / 4294967296;
+}
+
+export class Crystallize extends BaseFilter<"Crystallize", CrystallizeOwnProps> {
+  /** 运行时由 BaseFilter 构造器 `Object.assign(this, defaults, options)` 注入。 */
+  declare cellSize: number;
+
+  static type = "Crystallize";
+  static defaults = crystallizeDefaultValues;
+  static uniformLocations = ["uCellSize"];
+
+  protected getFragmentSource(): string {
+    return fragmentSource;
+  }
+
+  isNeutralState(): boolean {
+    return this.cellSize === 1;
+  }
+
+  applyTo2d({ imageData: { data, width, height } }: T2DPipelineState): void {
+    const cellSize = Math.max(1, Math.floor(this.cellSize));
+    if (cellSize === 1) return;
+
+    const src = new Uint8ClampedArray(data);
+
+    // 抖动网格 Voronoi。越界格也参与「取最近」，与 WebGL 路径一致；
+    // 采样坐标在下方 clamp 回图内，等价于纹理的 CLAMP_TO_EDGE。
+    const seedAt = (gx: number, gy: number) => ({
+      x: gx * cellSize + hash2(gx, gy, 0) * cellSize,
+      y: gy * cellSize + hash2(gx, gy, 1) * cellSize,
+    });
+
+    for (let y = 0; y < height; y++) {
+      const gy = Math.floor(y / cellSize);
+      for (let x = 0; x < width; x++) {
+        const gx = Math.floor(x / cellSize);
+        let bestDist = Infinity;
+        let bestSeed = seedAt(gx, gy);
+        for (let dy = -1; dy <= 1; dy++) {
+          for (let dx = -1; dx <= 1; dx++) {
+            const s = seedAt(gx + dx, gy + dy);
+            const ddx = x - s.x;
+            const ddy = y - s.y;
+            const d = ddx * ddx + ddy * ddy;
+            if (d < bestDist) {
+              bestDist = d;
+              bestSeed = s;
+            }
+          }
+        }
+        const sx = Math.min(width - 1, Math.max(0, Math.floor(bestSeed.x)));
+        const sy = Math.min(height - 1, Math.max(0, Math.floor(bestSeed.y)));
+        const si = (sy * width + sx) * 4;
+        const di = (y * width + x) * 4;
+        data[di] = src[si];
+        data[di + 1] = src[si + 1];
+        data[di + 2] = src[si + 2];
+        data[di + 3] = src[si + 3];
+      }
+    }
+  }
+
+  sendUniformData(
+    gl: WebGLRenderingContext,
+    uniformLocations: TWebGLUniformLocationMap,
+  ): void {
+    gl.uniform1f(uniformLocations.uCellSize, this.cellSize);
+  }
+}
+
+classRegistry.setClass(Crystallize);
diff --git a/src/editor/filters/index.ts b/src/editor/filters/index.ts
index 8a40e97..276c2e4 100644
--- a/src/editor/filters/index.ts
+++ b/src/editor/filters/index.ts
@@ -1,13 +1,107 @@
+import { filters } from "fabric";
 import type { FilterDef } from "@/types";
+import { Crystallize } from "./crystallize";
 
 /**
- * 【T3 待实现 — 滤镜注册表】
- *
- * 往这个数组里注册滤镜，FilterPanel 会按 `params` 自动渲染滑杆，
- * 不需要为每个滤镜单独写界面。
- *
- * 第一版要有：高斯模糊、亮度、对比度、饱和度、像素化（都是 fabric 内建的
- * `filters.Blur / Brightness / Contrast / Saturation / Pixelate`），
- * 外加自定义的晶格化（见 ./crystallize）。
+ * 滤镜注册表。FilterPanel 按每个 FilterDef 的 `params` 自动渲染滑杆，
+ * 不需要为每个滤镜单独写界面；加滤镜就是往这里 push 一条。
  */
-export const FILTERS: FilterDef[] = [];
+export const FILTERS: FilterDef[] = [
+  {
+    id: "blur",
+    label: "高斯模糊",
+    params: [
+      { key: "blur", label: "模糊", min: 0, max: 1, step: 0.01, default: 0 },
+    ],
+    build: (values) => new filters.Blur({ blur: values.blur }),
+  },
+  {
+    id: "brightness",
+    label: "亮度",
+    params: [
+      {
+        key: "brightness",
+        label: "亮度",
+        min: -1,
+        max: 1,
+        step: 0.01,
+        default: 0,
+      },
+    ],
+    build: (values) => new filters.Brightness({ brightness: values.brightness }),
+  },
+  {
+    id: "contrast",
+    label: "对比度",
+    params: [
+      {
+        key: "contrast",
+        label: "对比度",
+        min: -1,
+        max: 1,
+        step: 0.01,
+        default: 0,
+      },
+    ],
+    build: (values) => new filters.Contrast({ contrast: values.contrast }),
+  },
+  {
+    id: "saturation",
+    label: "饱和度",
+    params: [
+      {
+        key: "saturation",
+        label: "饱和度",
+        min: -1,
+        max: 1,
+        step: 0.01,
+        default: 0,
+      },
+    ],
+    build: (values) => new filters.Saturation({ saturation: values.saturation }),
+  },
+  {
+    id: "pixelate",
+    label: "像素化",
+    params: [
+      {
+        key: "blocksize",
+        label: "块大小",
+        min: 1,
+        max: 64,
+        step: 1,
+        default: 4,
+      },
+    ],
+    build: (values) => new filters.Pixelate({ blocksize: values.blocksize }),
+  },
+  {
+    id: "crystallize",
+    label: "晶格化",
+    params: [
+      {
+        key: "cellSize",
+        label: "格子大小",
+        min: 1,
+        max: 128,
+        step: 1,
+        default: 24,
+      },
+    ],
+    build: (values) => new Crystallize({ cellSize: values.cellSize }),
+  },
+];
+
+/**
+ * 每个滤镜的 fabric 真实 `type`，从 `build()` 造出的实例上读取，
+ * 不靠 `id` 的首字母大写拼写猜测——id 与 fabric type 是两套独立命名。
+ */
+function typeOf(def: FilterDef): string {
+  const values: Record<string, number> = {};
+  for (const p of def.params) values[p.key] = p.default;
+  return (def.build(values) as filters.BaseFilter<string>).type;
+}
+
+export const FILTER_TYPES: Readonly<Record<string, string>> = Object.fromEntries(
+  FILTERS.map((def) => [def.id, typeOf(def)]),
+);