diff --git a/app/src/main/java/com/quillstudios/pokegoalshelper/YOLOOnnxDetector.kt b/app/src/main/java/com/quillstudios/pokegoalshelper/YOLOOnnxDetector.kt
index 2ae5e70..941953e 100644
--- a/app/src/main/java/com/quillstudios/pokegoalshelper/YOLOOnnxDetector.kt
+++ b/app/src/main/java/com/quillstudios/pokegoalshelper/YOLOOnnxDetector.kt
@@ -39,9 +39,6 @@ class YOLOOnnxDetector(private val context: Context) {
         var DEBUG_CLASS_FILTER: String? = null // Set to class name to show only that class
         var SHOW_ALL_CONFIDENCES = false // Show all detections with their confidences
         
-        // Benchmarking for CRITICAL-003
-        var BENCHMARKING_MODE = true // Enable detailed performance logging
-        private val detectionTimes = mutableListOf<Long>()
         
         fun setCoordinateMode(mode: String) {
             COORD_TRANSFORM_MODE = mode
@@ -55,25 +52,6 @@ class YOLOOnnxDetector(private val context: Context) {
             Log.i(TAG, "📊 Show all confidences: $SHOW_ALL_CONFIDENCES")
         }
         
-        fun printBenchmarkStats() {
-            if (detectionTimes.isNotEmpty()) {
-                val avg = detectionTimes.average()
-                val min = detectionTimes.minOrNull() ?: 0L
-                val max = detectionTimes.maxOrNull() ?: 0L
-                val count = detectionTimes.size
-                Log.i(TAG, "📈 BENCHMARK STATS (${if (ENABLE_MULTI_PREPROCESSING) "MULTI" else "SINGLE"}-PROCESSING):")
-                Log.i(TAG, "   Count: $count detections")
-                Log.i(TAG, "   Average: ${String.format("%.1f", avg)}ms")
-                Log.i(TAG, "   Min: ${min}ms")
-                Log.i(TAG, "   Max: ${max}ms")
-                Log.i(TAG, "   Total: ${detectionTimes.sum()}ms")
-            }
-        }
-        
-        fun resetBenchmarkStats() {
-            detectionTimes.clear()
-            Log.i(TAG, "📊 Benchmark stats reset")
-        }
         
         // Preprocessing enhancement techniques
         private const val ENABLE_CONTRAST_ENHANCEMENT = true
@@ -395,19 +373,6 @@ class YOLOOnnxDetector(private val context: Context) {
             val finalDetections = mergeAndFilterDetections(allDetections, inputMat.cols(), inputMat.rows())
             
             val totalTime = System.currentTimeMillis() - startTime
-            
-            // Record benchmark data
-            if (BENCHMARKING_MODE) {
-                detectionTimes.add(totalTime)
-                val preprocessingType = if (ENABLE_MULTI_PREPROCESSING) "MULTI" else "SINGLE"
-                Log.i(TAG, "📊 BENCHMARK: $preprocessingType-processing took ${totalTime}ms (${detectionTimes.size} samples)")
-                
-                // Print stats every 10 detections
-                if (detectionTimes.size % 10 == 0) {
-                    printBenchmarkStats()
-                }
-            }
-            
             Log.i(TAG, "✅ Enhanced ONNX detection complete: ${finalDetections.size} objects in ${totalTime}ms")
             
             return finalDetections