diff --git a/notebooks/Run All Upscalers.ipynb b/notebooks/Run All Upscalers.ipynb
index ce24b87..6cb3fc0 100644
--- a/notebooks/Run All Upscalers.ipynb	
+++ b/notebooks/Run All Upscalers.ipynb	
@@ -96,7 +96,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "id": "263e34f7",
    "metadata": {
     "scrolled": true
@@ -106,49 +106,56 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "None: Avg: 0.01, Warmup iteration: 0.01, 2nd: 0.01, 3rd: 0.01\n",
-      "Lanczos: Avg: 0.01, Warmup iteration: 0.01, 2nd: 0.01, 3rd: 0.01\n",
+      "None: Avg: 0.04, Warmup iteration: 0.04, 2nd: 0.04, 3rd: 0.04\n",
+      "Lanczos: Avg: 0.04, Warmup iteration: 0.04, 2nd: 0.04, 3rd: 0.04\n",
       "Nearest: Avg: 0.00, Warmup iteration: 0.00, 2nd: 0.00, 3rd: 0.00\n",
-      "ESRGAN_4x: Avg: 1.42, Warmup iteration: 1.25, 2nd: 1.58, 3rd: 1.51\n",
-      "ScuNET: Avg: 0.21, Warmup iteration: 0.29, 2nd: 0.13, 3rd: 0.13\n",
-      "ScuNET PSNR: Avg: 0.20, Warmup iteration: 0.27, 2nd: 0.13, 3rd: 0.13\n"
+      "ESRGAN_4x: Avg: 1.40, Warmup iteration: 1.20, 2nd: 1.60, 3rd: 1.41\n",
+      "ScuNET: Avg: 0.25, Warmup iteration: 0.34, 2nd: 0.16, 3rd: 0.16\n",
+      "ScuNET PSNR: Avg: 0.23, Warmup iteration: 0.30, 2nd: 0.16, 3rd: 0.16\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "SwinIR tiles: 100%|███████████████████████████████| 9/9 [00:01<00:00,  4.56it/s]\n",
+      "SwinIR tiles: 100%|███████████████████████████████| 9/9 [00:01<00:00,  4.57it/s]\n",
+      "SwinIR tiles: 100%|███████████████████████████████| 9/9 [00:01<00:00,  4.59it/s]\n",
+      "SwinIR tiles: 100%|███████████████████████████████| 9/9 [00:01<00:00,  4.60it/s]\n",
+      "SwinIR tiles: 100%|███████████████████████████████| 9/9 [00:01<00:00,  4.59it/s]\n",
       "SwinIR tiles: 100%|███████████████████████████████| 9/9 [00:01<00:00,  4.58it/s]\n",
       "SwinIR tiles: 100%|███████████████████████████████| 9/9 [00:01<00:00,  4.59it/s]\n",
-      "SwinIR tiles: 100%|███████████████████████████████| 9/9 [00:01<00:00,  4.55it/s]\n",
-      "SwinIR tiles: 100%|███████████████████████████████| 9/9 [00:01<00:00,  4.56it/s]\n",
-      "SwinIR tiles: 100%|███████████████████████████████| 9/9 [00:01<00:00,  4.56it/s]\n",
-      "SwinIR tiles: 100%|███████████████████████████████| 9/9 [00:01<00:00,  4.57it/s]\n",
-      "SwinIR tiles: 100%|███████████████████████████████| 9/9 [00:01<00:00,  4.56it/s]\n",
+      "SwinIR tiles: 100%|███████████████████████████████| 9/9 [00:01<00:00,  4.59it/s]\n",
       "SwinIR tiles: 100%|███████████████████████████████| 9/9 [00:01<00:00,  4.60it/s]\n",
-      "SwinIR tiles: 100%|███████████████████████████████| 9/9 [00:01<00:00,  4.58it/s]\n"
+      "SwinIR tiles: 100%|███████████████████████████████| 9/9 [00:01<00:00,  4.59it/s]\n",
+      "SwinIR tiles: 100%|███████████████████████████████| 9/9 [00:01<00:00,  4.59it/s]\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "SwinIR_4x: Avg: 4.65, Warmup iteration: 4.85, 2nd: 4.46, 3rd: 4.78\n"
+      "SwinIR_4x: Avg: 4.77, Warmup iteration: 5.15, 2nd: 4.40, 3rd: 4.48\n",
+      "R-ESRGAN General 4xV3: Avg: 2.61, Warmup iteration: 2.45, 2nd: 2.76, 3rd: 4.04\n",
+      "R-ESRGAN General WDN 4xV3: Avg: 3.08, Warmup iteration: 2.57, 2nd: 3.59, 3rd: 2.64\n",
+      "R-ESRGAN AnimeVideo: Avg: 2.12, Warmup iteration: 1.22, 2nd: 3.03, 3rd: 2.51\n",
+      "R-ESRGAN 4x+: Avg: 2.67, Warmup iteration: 2.85, 2nd: 2.48, 3rd: 1.78\n",
+      "R-ESRGAN 4x+ Anime6B: Avg: 2.67, Warmup iteration: 2.99, 2nd: 2.35, 3rd: 3.96\n",
+      "R-ESRGAN 2x+: Avg: 2.60, Warmup iteration: 1.71, 2nd: 3.50, 3rd: 3.45\n"
      ]
     }
    ],
    "source": [
     "# try all the upscalers!\n",
-    "scale_factor = 2.0\n",
+    "scale_factor = 4.0\n",
     "for upscaler_name in available_models():\n",
     "  clear_on_device_caches()\n",
-    "  timings = []  \n",
+    "  timings = [] \n",
+    "  result = None  \n",
     "  for i in range(0,10):\n",
     "      start = timer() \n",
-    "      upscale(upscaler_name, image, scale_factor)\n",
+    "      result = upscale(upscaler_name, image, scale_factor)\n",
     "      timings.append(timer() - start)\n",
-    "\n",
+    "  result.save(f\"./results/{upscaler_name}.png\")\n",
     "  # other than first iteration      \n",
     "  mean_time = sum(timings[1::-1]) / len(timings[1::-1])  \n",
     "  print(f\"{upscaler_name}: Avg: {mean_time:.2f}, Warmup iteration: {timings[0]:.2f}, 2nd: {timings[1]:.2f}, 3rd: {timings[2]:.2f}\")\n",
diff --git a/notebooks/results/ESRGAN_4x.png b/notebooks/results/ESRGAN_4x.png
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diff --git a/notebooks/results/Nearest.png b/notebooks/results/Nearest.png
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diff --git a/notebooks/results/R-ESRGAN General 4xV3.png b/notebooks/results/R-ESRGAN General 4xV3.png
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