Merge pull request #7 from KishoreB25/main

feat: MATLAB implementations and resolve image reconstruction bugs

Author: KishoreB25

Matlab_Codes_Images/forward_operator.mlx

@@ -128,7 +128,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "id": "ca1736ff",
    "metadata": {},
    "outputs": [
@@ -146,9 +146,16 @@
     "noise_norm = np.linalg.norm(eps)\n",
     "signal_norm = np.linalg.norm(Ax)\n",
     "relative_noise = noise_norm / signal_norm\n",
-    "print(\"Noise norm:\", noise_norm)\n",
-    "print(\"Signal norm:\", signal_norm)\n",
-    "print(\"Relative noise level:\", relative_noise)"
+    "\n",
+    "print(\"=\"*50)\n",
+    "print(\"FORWARD MODEL ANALYSIS\")\n",
+    "print(\"=\"*50)\n",
+    "print(f\"Image size: {x.shape[0]}x{x.shape[1]}\")\n",
+    "print(f\"Kernel size: 9x9\")\n",
+    "print(f\"Kernel/Image ratio: {9/x.shape[0]:.2f} (should be < 0.3 for good results)\")\n",
+    "print(f\"Noise norm: {noise_norm:.6f}\")\n",
+    "print(f\"Signal norm: {signal_norm:.6f}\")\n",
+    "print(f\"Relative noise level: {relative_noise:.6f}\")"
    ]
   }
  ],