feat: upgrade to BiRefNet SOTA background removal model

- Switch default model from U2-Net to BiRefNet (state-of-the-art)
- Add 6 model options: BiRefNet, BiRefNet Lite, BiRefNet Portrait,
  BRIA RMBG, IS-Net, U2-Net
- Add animated progress bar with stage indicators (loading model,
  analyzing, removing, refining edges) and elapsed timer
- Add intuitive background color presets (Transparent, White, Black,
  Red, Green, Blue) as clickable buttons + custom color picker
- Handle background color compositing in Python (PIL alpha composite)
- Add checkerboard pattern to before/after slider for transparency
- Pre-bake BiRefNet model (973MB) in Docker image for instant use

apps/web/src/components/tools/remove-bg-settings.tsx

@@ -1,17 +1,54 @@
-import { useState } from "react";
+import { useState, useEffect, useRef } from "react";
 import { useFileStore } from "@/stores/file-store";
 import { useToolProcessor } from "@/hooks/use-tool-processor";
 import { Download, Loader2 } from "lucide-react";
 
-type BgModel = "u2net" | "isnet";
+type BgModel =
+  | "birefnet-general"
+  | "birefnet-general-lite"
+  | "birefnet-portrait"
+  | "bria-rmbg"
+  | "isnet-general-use"
+  | "u2net";
+
+const MODELS: { value: BgModel; label: string; description: string }[] = [
+  { value: "birefnet-general", label: "BiRefNet", description: "Best quality (recommended)" },
+  { value: "birefnet-general-lite", label: "BiRefNet Lite", description: "Faster, slightly less accurate" },
+  { value: "birefnet-portrait", label: "BiRefNet Portrait", description: "Optimized for people" },
+  { value: "bria-rmbg", label: "BRIA RMBG", description: "Great for products" },
+  { value: "isnet-general-use", label: "IS-Net", description: "Good general purpose" },
+  { value: "u2net", label: "U2-Net", description: "Classic, fast" },
+];
+
+const BG_PRESETS = [
+  { color: "", label: "Transparent", preview: "checkerboard" },
+  { color: "#FFFFFF", label: "White", preview: "#FFFFFF" },
+  { color: "#000000", label: "Black", preview: "#000000" },
+  { color: "#FF0000", label: "Red", preview: "#FF0000" },
+  { color: "#00FF00", label: "Green", preview: "#00FF00" },
+  { color: "#0000FF", label: "Blue", preview: "#0000FF" },
+];
 
 export function RemoveBgSettings() {
   const { files } = useFileStore();
   const { processFiles, processing, error, downloadUrl, originalSize, processedSize } =
     useToolProcessor("remove-background");
 
-  const [model, setModel] = useState<BgModel>("u2net");
+  const [model, setModel] = useState<BgModel>("birefnet-general");
   const [bgColor, setBgColor] = useState("");
+  const [elapsed, setElapsed] = useState(0);
+  const timerRef = useRef<ReturnType<typeof setInterval> | null>(null);
+
+  // Progress timer
+  useEffect(() => {
+    if (processing) {
+      setElapsed(0);
+      timerRef.current = setInterval(() => setElapsed((e) => e + 1), 1000);
+    } else {
+      if (timerRef.current) clearInterval(timerRef.current);
+    }
+    return () => { if (timerRef.current) clearInterval(timerRef.current); };
+  }, [processing]);
 
   const handleProcess = () => {
     const settings: Record<string, unknown> = { model };
@@ -21,6 +58,15 @@ export function RemoveBgSettings() {
 
   const hasFile = files.length > 0;
 
+  const progressStage =
+    elapsed < 3 ? "Loading AI model..." :
+    elapsed < 8 ? "Analyzing image..." :
+    elapsed < 15 ? "Removing background..." :
+    elapsed < 25 ? "Refining edges..." :
+    "Almost done...";
+
+  const progressPercent = Math.min(95, elapsed * 4);
+
   return (
     <div className="space-y-4">
       {/* Model selector */}
@@ -31,51 +77,71 @@ export function RemoveBgSettings() {
           onChange={(e) => setModel(e.target.value as BgModel)}
           className="w-full mt-0.5 px-2 py-1.5 rounded border border-border bg-background text-sm text-foreground"
         >
-          <option value="u2net">U2-Net (General purpose)</option>
+          {MODELS.map((m) => (
-          <option value="isnet">IS-Net (Higher accuracy)</option>
+            <option key={m.value} value={m.value}>
+              {m.label} — {m.description}
+            </option>
+          ))}
         </select>
       </div>
 
-      {/* Background color */}
+      {/* Background color - intuitive preset buttons */}
       <div>
-        <label className="text-xs text-muted-foreground">
+        <label className="text-sm font-medium text-muted-foreground">
-          Replacement Background (leave empty for transparent)
+          Output Background
         </label>
-        <div className="flex gap-2 mt-0.5">
+        <div className="flex gap-1.5 mt-1.5 flex-wrap">
+          {BG_PRESETS.map((preset) => (
+            <button
+              key={preset.label}
+              onClick={() => setBgColor(preset.color)}
+              className={`flex items-center gap-1.5 px-2.5 py-1.5 rounded-lg border text-xs font-medium transition-colors ${
+                bgColor === preset.color
+                  ? "border-primary bg-primary/10 text-primary"
+                  : "border-border text-muted-foreground hover:border-primary/50"
+              }`}
+            >
+              <span
+                className="w-4 h-4 rounded-sm border border-border shrink-0"
+                style={
+                  preset.preview === "checkerboard"
+                    ? {
+                        backgroundImage:
+                          "linear-gradient(45deg, #ccc 25%, transparent 25%), linear-gradient(-45deg, #ccc 25%, transparent 25%), linear-gradient(45deg, transparent 75%, #ccc 75%), linear-gradient(-45deg, transparent 75%, #ccc 75%)",
+                        backgroundSize: "8px 8px",
+                        backgroundPosition: "0 0, 0 4px, 4px -4px, -4px 0px",
+                      }
+                    : { backgroundColor: preset.preview }
+                }
+              />
+              {preset.label}
+            </button>
+          ))}
+        </div>
+
+        {/* Custom color picker */}
+        <div className="flex items-center gap-2 mt-2">
           <input
             type="color"
             value={bgColor || "#ffffff"}
             onChange={(e) => setBgColor(e.target.value)}
-            className="w-10 h-8 rounded border border-border cursor-pointer"
+            className="w-8 h-8 rounded border border-border cursor-pointer"
           />
           <input
             type="text"
             value={bgColor}
             onChange={(e) => setBgColor(e.target.value)}
-            placeholder="Transparent"
+            placeholder="Custom hex (#FF5500)"
-            className="flex-1 px-2 py-1.5 rounded border border-border bg-background text-sm text-foreground"
+            className="flex-1 px-2 py-1.5 rounded border border-border bg-background text-xs text-foreground"
           />
-          {bgColor && (
-            <button
-              onClick={() => setBgColor("")}
-              className="text-xs text-muted-foreground hover:text-foreground"
-            >
-              Clear
-            </button>
-          )}
         </div>
       </div>
 
-      {/* Info */}
-      <p className="text-[10px] text-muted-foreground">
-        Requires Python with rembg installed. Works best with photos of people, products, and animals.
-      </p>
-
       {/* Error */}
       {error && <p className="text-xs text-red-500">{error}</p>}
 
       {/* Size info */}
-      {originalSize != null && processedSize != null && (
+      {originalSize != null && processedSize != null && !processing && (
         <div className="text-xs text-muted-foreground space-y-0.5">
           <p>Original: {(originalSize / 1024).toFixed(1)} KB</p>
           <p>Processed: {(processedSize / 1024).toFixed(1)} KB</p>
@@ -92,20 +158,27 @@ export function RemoveBgSettings() {
         {processing ? "Removing Background..." : "Remove Background"}
       </button>
 
-      {/* Progress indicator */}
+      {/* Animated progress bar with stages */}
       {processing && (
-        <div className="space-y-2">
+        <div className="space-y-2 p-3 rounded-lg bg-muted/50 border border-border">
-          <div className="w-full bg-muted rounded-full h-2 overflow-hidden">
+          <div className="flex justify-between text-xs text-muted-foreground">
-            <div className="h-full bg-primary rounded-full animate-pulse" style={{ width: '100%' }} />
+            <span>{progressStage}</span>
+            <span>{elapsed}s</span>
           </div>
-          <p className="text-xs text-muted-foreground text-center">
+          <div className="w-full bg-muted rounded-full h-2.5 overflow-hidden">
-            AI processing may take 10-30 seconds...
+            <div
+              className="h-full bg-primary rounded-full transition-all duration-1000 ease-out"
+              style={{ width: `${progressPercent}%` }}
+            />
+          </div>
+          <p className="text-[10px] text-muted-foreground text-center">
+            First run may take longer as the model loads into memory
           </p>
         </div>
       )}
 
       {/* Download */}
-      {downloadUrl && (
+      {downloadUrl && !processing && (
         <a
           href={downloadUrl}
           download

docker/Dockerfile

@@ -71,10 +71,12 @@ RUN /opt/venv/bin/pip install --no-cache-dir --upgrade pip && \
 # This makes the Docker image fully self-contained — works offline
 RUN /opt/venv/bin/python3 -c "\
 from rembg import new_session; \
-print('Downloading u2net model...'); \
+print('Downloading BiRefNet model (SOTA)...'); \
+new_session('birefnet-general'); \
+print('Downloading u2net model (fallback)...'); \
 new_session('u2net'); \
-print('u2net model ready') \
+print('Background removal models ready') \
-" 2>/dev/null || echo "WARNING: Could not pre-download u2net model"
+" 2>/dev/null || echo "WARNING: Could not pre-download rembg models"
 
 RUN /opt/venv/bin/python3 -c "\
 try: \

packages/ai/python/remove_bg.py

@@ -1,4 +1,4 @@
-"""Background removal using rembg."""
+"""Background removal using rembg with state-of-the-art BiRefNet models."""
 import sys
 import json
 
@@ -8,25 +8,48 @@ def main():
     output_path = sys.argv[2]
     settings = json.loads(sys.argv[3]) if len(sys.argv) > 3 else {}
 
-    model = settings.get("model", "u2net")
+    model = settings.get("model", "birefnet-general")
+    bg_color = settings.get("backgroundColor", "")
 
     try:
-        from rembg import remove
+        from rembg import remove, new_session
+        from PIL import Image
+        import io
+
+        print(json.dumps({"progress": "loading_model"}), flush=True)
+
+        # Create a session with the selected model
+        session = new_session(model)
 
         with open(input_path, "rb") as f:
             input_data = f.read()
 
-        # Try with alpha matting first for better edges, but fall back
+        print(json.dumps({"progress": "processing"}), flush=True)
-        # without it if the image triggers the known rembg matting error
+
+        # Try with alpha matting first for better edges
         try:
             output_data = remove(
                 input_data,
+                session=session,
                 alpha_matting=True,
                 alpha_matting_foreground_threshold=240,
                 alpha_matting_background_threshold=10,
             )
         except Exception:
-            output_data = remove(input_data)
+            output_data = remove(input_data, session=session)
+
+        # If a background color is specified, composite onto it
+        if bg_color and bg_color.startswith("#"):
+            img = Image.open(io.BytesIO(output_data)).convert("RGBA")
+            hex_color = bg_color.lstrip("#")
+            r = int(hex_color[0:2], 16)
+            g = int(hex_color[2:4], 16)
+            b = int(hex_color[4:6], 16)
+            bg = Image.new("RGBA", img.size, (r, g, b, 255))
+            bg.paste(img, mask=img.split()[3])
+            buf = io.BytesIO()
+            bg.save(buf, format="PNG")
+            output_data = buf.getvalue()
 
         with open(output_path, "wb") as f:
             f.write(output_data)