diff --git a/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/data/source/YoloModelSource.kt b/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/data/source/YoloModelSource.kt
index 45d4a20119..6c305eb79a 100644
--- a/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/data/source/YoloModelSource.kt
+++ b/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/data/source/YoloModelSource.kt
@@ -25,7 +25,7 @@ class YoloModelSource {
     companion object {
         private const val MODEL_INPUT_WIDTH = 640
         private const val MODEL_INPUT_HEIGHT = 640
-        private const val CONFIDENCE_THRESHOLD = 0.3f
+        private const val CONFIDENCE_THRESHOLD = 0.2f
         private const val NMS_THRESHOLD = 0.45f
     }
 
diff --git a/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/AndroidXmlGenerator.kt b/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/AndroidXmlGenerator.kt
deleted file mode 100644
index e69de29bb2..0000000000
diff --git a/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/DetectionMerger.kt b/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/DetectionMerger.kt
index a7c69be43c..1878eac88d 100644
--- a/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/DetectionMerger.kt
+++ b/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/DetectionMerger.kt
@@ -3,6 +3,7 @@ package org.appdevforall.codeonthego.computervision.domain
 import android.graphics.RectF
 import com.google.mlkit.vision.text.Text
 import org.appdevforall.codeonthego.computervision.domain.model.DetectionResult
+import org.appdevforall.codeonthego.computervision.utils.OcrTextAssembler.joinElementsWithTolerance
 
 class DetectionMerger(
     private val enrichedComponents: List<DetectionResult>,
@@ -39,20 +40,22 @@ class DetectionMerger(
             }
         }
 
-        val orphanText = fullImageTextBlocks.filter { it !in usedTextBlocks }
-        for (textBlock in orphanText) {
-            textBlock.boundingBox?.let {
-                finalDetections.add(
+        val orphanDetections = fullImageTextBlocks
+            .filter { it !in usedTextBlocks }
+            .flatMap { it.lines }
+            .mapNotNull { line ->
+                line.boundingBox?.let { box ->
                     DetectionResult(
-                        boundingBox = RectF(it),
+                        boundingBox = RectF(box),
                         label = "text",
                         score = 0.99f,
-                        text = textBlock.text.replace("\n", " "),
+                        text = joinElementsWithTolerance(line),
                         isYolo = false
                     )
-                )
+                }
             }
-        }
+
+        finalDetections.addAll(orphanDetections)
 
         return finalDetections
     }
diff --git a/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/FuzzyAttributeParser.kt b/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/FuzzyAttributeParser.kt
index 94871dc4a5..46ba667498 100644
--- a/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/FuzzyAttributeParser.kt
+++ b/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/FuzzyAttributeParser.kt
@@ -7,6 +7,9 @@ object FuzzyAttributeParser {
     private val grammarValidator = UiGrammarValidator()
 
     private const val FUZZY_VALUE_THRESHOLD = 75
+    private const val FUZZY_DIMENSION_THRESHOLD = 60
+    private val DIMENSION_CONSTANTS = listOf("wrap_content", "match_parent")
+    private val ID_VOCABULARY = listOf("cb", "rb", "group", "checkbox", "radio", "btn", "button", "text", "view", "img", "image", "input")
 
     private fun fuzzyKeyThreshold(keyLength: Int): Int = when {
         keyLength <= 3 -> 65
@@ -415,6 +418,11 @@ object FuzzyAttributeParser {
         if (matchKeywords.any { it in normalized }) return "match_parent"
         if (wrapKeywords.any { it in normalized }) return "wrap_content"
 
+        val fuzzyResult = FuzzySearch.extractOne(normalized, DIMENSION_CONSTANTS)
+        if (fuzzyResult.score >= FUZZY_DIMENSION_THRESHOLD) {
+            return fuzzyResult.string
+        }
+
         val fixedUnit = normalized
             .replace(Regex("0p$"), "dp")
             .replace(Regex("op$"), "dp")
@@ -458,11 +466,68 @@ object FuzzyAttributeParser {
     }
 
     private fun cleanId(value: String): String {
-        return denoiseOcrIdentifier(value.lowercase())
+        val cleaned = denoiseOcrIdentifier(value.lowercase())
             .replace(nonAlphanumericRegex, "_")
             .replace(multipleUnderscoresRegex, "_")
             .trimEnd('_')
             .trimStart('_')
+
+        return normalizeKnownIdVocabulary(cleaned)
+    }
+
+    private fun normalizeKnownIdVocabulary(identifier: String): String {
+        if (identifier.isBlank()) return identifier
+
+        return identifier
+            .split('_')
+            .filter { it.isNotBlank() }
+            .flatMap(::normalizeIdToken)
+            .joinToString("_")
+    }
+
+    private fun normalizeIdToken(token: String): List<String> {
+        if (token.isBlank()) return emptyList()
+        if (token.all(Char::isDigit)) return listOf(token)
+
+        val wholeMatch = fuzzyMatchIdVocabulary(token)
+        if (wholeMatch != null) {
+            return listOf(wholeMatch)
+        }
+
+        val compositeMatch = normalizeCompositeIdToken(token)
+        if (compositeMatch != null) {
+            return compositeMatch
+        }
+
+        return listOf(token)
+    }
+
+    private fun normalizeCompositeIdToken(token: String): List<String>? {
+        val match = Regex("^([a-z]+?)(\\d+)?$").matchEntire(token) ?: return null
+        val alphaPart = match.groupValues[1]
+        val trailingDigits = match.groupValues[2].takeIf { it.isNotEmpty() }
+
+        val prefix = ID_VOCABULARY
+            .filter { alphaPart.length > it.length }
+            .sortedByDescending { it.length }
+            .firstOrNull { alphaPart.startsWith(it) }
+            ?: return null
+
+        val remainder = alphaPart.removePrefix(prefix)
+        val normalizedRemainder = fuzzyMatchIdVocabulary(remainder) ?: return null
+
+        val result = mutableListOf(prefix, normalizedRemainder)
+        if (trailingDigits != null) result += trailingDigits
+        return result
+    }
+
+    private fun fuzzyMatchIdVocabulary(token: String): String? {
+        if (token.length < 3) return null
+        if (token in ID_VOCABULARY) return token
+
+        val result = FuzzySearch.extractOne(token, ID_VOCABULARY)
+        val lengthDelta = kotlin.math.abs(token.length - result.string.length)
+        return result.string.takeIf { result.score >= 80 && lengthDelta <= 2 }
     }
 
     private fun denoiseOcrIdentifier(value: String): String {
diff --git a/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/LayoutGeometryProcessor.kt b/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/LayoutGeometryProcessor.kt
index 9448bd50a3..79a0ca6d39 100644
--- a/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/LayoutGeometryProcessor.kt
+++ b/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/LayoutGeometryProcessor.kt
@@ -4,6 +4,8 @@ import android.graphics.Rect
 import org.appdevforall.codeonthego.computervision.domain.model.DetectionResult
 import org.appdevforall.codeonthego.computervision.domain.model.LayoutItem
 import org.appdevforall.codeonthego.computervision.domain.model.ScaledBox
+import org.appdevforall.codeonthego.computervision.utils.TextCleaner.cleanTextPreservingLeadingO
+import org.appdevforall.codeonthego.computervision.utils.TextCleaner.cleanTextStrippingLeadingO
 import kotlin.math.abs
 import kotlin.math.max
 import kotlin.math.roundToInt
@@ -19,6 +21,9 @@ class LayoutGeometryProcessor {
     private fun isRadioButton(box: ScaledBox): Boolean =
         box.label == "radio_button_unchecked" || box.label == "radio_button_checked"
 
+    private fun isCheckbox(box: ScaledBox): Boolean =
+        box.label == "checkbox_unchecked" || box.label == "checkbox_checked"
+
     private fun isLabelableWidget(box: ScaledBox): Boolean {
         return box.label in setOf(
             "radio_button_unchecked", "radio_button_checked",
@@ -134,23 +139,33 @@ class LayoutGeometryProcessor {
         val rows = groupIntoRows(boxes)
         val items = mutableListOf<LayoutItem>()
         val verticalRadioRun = mutableListOf<ScaledBox>()
+        val verticalCheckboxRun = mutableListOf<ScaledBox>()
 
-        fun flushVerticalRadioRun() {
+        fun flushRuns() {
             if (verticalRadioRun.isNotEmpty()) {
                 items.add(LayoutItem.RadioGroup(verticalRadioRun.toList(), "vertical"))
                 verticalRadioRun.clear()
             }
+            if (verticalCheckboxRun.isNotEmpty()) {
+                items.add(LayoutItem.CheckboxGroup(verticalCheckboxRun.toList(), "vertical"))
+                verticalCheckboxRun.clear()
+            }
         }
 
         rows.forEach { row ->
+            val isRadioRow = row.all { isRadioButton(it) }
+            val isCheckboxRow = row.all { isCheckbox(it) }
+
+            if (!isRadioRow && verticalRadioRun.isNotEmpty()) flushRuns()
+            if (!isCheckboxRow && verticalCheckboxRun.isNotEmpty()) flushRuns()
+
             when {
-                row.all { isRadioButton(it) } && row.size == 1 -> verticalRadioRun.add(row.first())
-                row.all { isRadioButton(it) } -> {
-                    flushVerticalRadioRun()
-                    items.add(LayoutItem.RadioGroup(row, "horizontal"))
-                }
+                isRadioRow && row.size == 1 -> verticalRadioRun.add(row.first())
+                isRadioRow -> items.add(LayoutItem.RadioGroup(row, "horizontal"))
+                isCheckboxRow && row.size == 1 -> verticalCheckboxRun.add(row.first())
+                isCheckboxRow -> items.add(LayoutItem.CheckboxGroup(row, "horizontal"))
                 else -> {
-                    flushVerticalRadioRun()
+                    flushRuns()
                     if (row.size == 1) {
                         items.add(LayoutItem.SimpleView(row.first()))
                     } else {
@@ -159,7 +174,7 @@ class LayoutGeometryProcessor {
                 }
             }
         }
-        flushVerticalRadioRun()
+        flushRuns()
 
         return items
     }
@@ -169,25 +184,31 @@ class LayoutGeometryProcessor {
         val updatedWidgets = mutableMapOf<ScaledBox, ScaledBox>()
 
         val labelableWidgets = boxes.filter { isLabelableWidget(it) }
+            .sortedWith(compareBy({ it.y }, { it.x }))
 
         for (widget in labelableWidgets) {
             val nearbyText = availableTexts
                 .asSequence()
                 .filter { !consumedTexts.contains(it) }
                 .filter { text ->
-                    val dx = maxOf(0, widget.rect.left - text.rect.right, text.rect.left - widget.rect.right)
-                    val dy = maxOf(0, widget.rect.top - text.rect.bottom, text.rect.top - widget.rect.bottom)
+                    val isToTheRight = text.rect.centerX() > widget.rect.centerX()
+                    val verticalDistance = abs(widget.centerY - text.centerY)
 
-                    dx < widget.w * 2 && dy < widget.h * 2
+                    isToTheRight && verticalDistance < maxOf(widget.h * 2.5, 40.0)
                 }
                 .minByOrNull { text ->
-                    val dx = maxOf(0, widget.rect.left - text.rect.right, text.rect.left - widget.rect.right).toDouble()
-                    val dy = maxOf(0, widget.rect.top - text.rect.bottom, text.rect.top - widget.rect.bottom).toDouble()
-                    (dx * dx) + (dy * dy)
+                    val dx = maxOf(0, text.rect.left - widget.rect.right).toDouble()
+                    val dy = abs(widget.centerY - text.centerY).toDouble()
+                    (dx * dx) + (dy * dy * 5)
                 }
 
             if (nearbyText != null) {
-                updatedWidgets[widget] = widget.copy(text = nearbyText.text)
+                val finalText = if (widget.label.contains("radio", ignoreCase = true)) {
+                    cleanTextStrippingLeadingO(nearbyText.text)
+                } else {
+                    cleanTextPreservingLeadingO(nearbyText.text)
+                }
+                updatedWidgets[widget] = widget.copy(text = finalText)
                 consumedTexts.add(nearbyText)
             }
         }
diff --git a/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/RegionOcrProcessor.kt b/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/RegionOcrProcessor.kt
index 513ce1d035..72653ba6ef 100644
--- a/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/RegionOcrProcessor.kt
+++ b/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/RegionOcrProcessor.kt
@@ -18,8 +18,6 @@ class RegionOcrProcessor(
 
     private val interactiveLabels = setOf(
         "button",
-        "checkbox_checked",
-        "checkbox_unchecked",
         "switch_on",
         "switch_off",
         "text_entry_box",
diff --git a/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/model/LayoutItem.kt b/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/model/LayoutItem.kt
index 168173cc9e..5234ef0711 100644
--- a/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/model/LayoutItem.kt
+++ b/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/model/LayoutItem.kt
@@ -4,4 +4,5 @@ sealed interface LayoutItem {
     data class SimpleView(val box: ScaledBox) : LayoutItem
     data class HorizontalRow(val row: List<ScaledBox>) : LayoutItem
     data class RadioGroup(val boxes: List<ScaledBox>, val orientation: String) : LayoutItem
+    data class CheckboxGroup(val boxes: List<ScaledBox>, val orientation: String) : LayoutItem
 }
diff --git a/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/xml/AndroidWidget.kt b/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/xml/AndroidWidget.kt
index ef49d3847f..73641c6bb4 100644
--- a/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/xml/AndroidWidget.kt
+++ b/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/xml/AndroidWidget.kt
@@ -46,9 +46,9 @@ sealed class AndroidWidget(
     companion object {
         fun create(box: ScaledBox, parsedAttrs: Map<String, String>): AndroidWidget {
             return when (box.label) {
-                "text", "button", "checkbox_unchecked", "checkbox_checked",
-                "radio_button_unchecked", "radio_button_checked" ->
+                "text", "button", "radio_button_unchecked", "radio_button_checked" ->
                     TextBasedWidget(box, parsedAttrs, getTagFor(box.label))
+                "checkbox_unchecked", "checkbox_checked" -> CheckBoxWidget(box, parsedAttrs)
                 "switch_off", "switch_on" -> SwitchWidget(box, parsedAttrs)
                 "text_entry_box" -> InputWidget(box, parsedAttrs)
                 "image_placeholder", "icon" -> ImageWidget(box, parsedAttrs)
@@ -95,6 +95,28 @@ class TextBasedWidget(
     }
 }
 
+class CheckBoxWidget(
+    box: ScaledBox, parsedAttrs: Map<String, String>
+) : AndroidWidget(box, parsedAttrs) {
+    override val tag = "CheckBox"
+
+    override fun specificAttributes(): Map<String, String> {
+        val attrs = mutableMapOf<String, String>()
+
+        val rawViewText = box.text.takeIf { it.isNotEmpty() && it != box.label }
+            ?: parsedAttrs["android:text"]
+            ?: "CheckBox"
+
+        attrs["android:text"] = rawViewText
+        attrs["tools:ignore"] = "HardcodedText"
+
+        if (box.label.contains("_checked")) {
+            attrs["android:checked"] = parsedAttrs["android:checked"] ?: "true"
+        }
+        return attrs
+    }
+}
+
 class SwitchWidget(
     box: ScaledBox,
     parsedAttrs: Map<String, String>
diff --git a/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/xml/LayoutRenderer.kt b/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/xml/LayoutRenderer.kt
index 47d8164824..300698e64a 100644
--- a/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/xml/LayoutRenderer.kt
+++ b/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/xml/LayoutRenderer.kt
@@ -8,11 +8,18 @@ class LayoutRenderer(
     private val context: XmlContext,
     private val annotations: Map<ScaledBox, String>
 ) {
+    private val checkboxGroupIdPattern = Regex("^cb_group_\\d+$")
+    private val radioChildGroupIdPatterns = listOf(
+        Regex("^rb_group_\\d+(?:_|$).*"),
+        Regex("^radio_group_\\d+(?:_|$).*")
+    )
+
     fun render(item: LayoutItem, indent: String = "        ") {
         when (item) {
             is LayoutItem.SimpleView -> renderSimpleView(item.box, indent)
             is LayoutItem.HorizontalRow -> renderHorizontalRow(item.row, indent)
             is LayoutItem.RadioGroup -> renderRadioGroup(item.boxes, item.orientation, indent)
+            is LayoutItem.CheckboxGroup -> renderCheckboxGroup(item.boxes, item.orientation, indent)
         }
         context.appendLine()
     }
@@ -62,7 +69,11 @@ class LayoutRenderer(
             val parsedAttrs = FuzzyAttributeParser.parse(annotations[box], "RadioButton")
 
             val requestedId = parsedAttrs["android:id"]?.substringAfterLast('/')
-            val id = context.resolveId(requestedId, box.label)
+            val id = if (requestedId != null && radioChildGroupIdPatterns.any { it.matches(requestedId) }) {
+                context.nextId(box.label)
+            } else {
+                context.resolveId(requestedId, box.label)
+            }
 
             val extraAttrs = if (orientation == "horizontal" && index < boxes.lastIndex) {
                 val gap = maxOf(0, boxes[index + 1].x - (box.x + box.w))
@@ -106,4 +117,38 @@ class LayoutRenderer(
         }
         context.append("$indent</RadioGroup>")
     }
+
+    private fun renderCheckboxGroup(boxes: List<ScaledBox>, orientation: String, indent: String) {
+        val groupAnnotation = boxes.firstNotNullOfOrNull { annotations[it] }
+        val parsedAttrs = FuzzyAttributeParser.parse(groupAnnotation, "CheckBox")
+
+        val requestedId = parsedAttrs["android:id"]?.substringAfterLast('/')
+        val baseId = if (requestedId != null && checkboxGroupIdPattern.matches(requestedId)) {
+            context.resolveId(requestedId, "cb_group")
+        } else {
+            context.nextId("cb_group", initialIndex = 1)
+        }
+
+        boxes.forEachIndexed { index, box ->
+            val suffix = ('a' + index).toString()
+            val childId = "${baseId}_$suffix"
+
+            val safeAttrs = parsedAttrs.toMutableMap()
+            safeAttrs.remove("android:id")
+
+            val extraAttrs = if (orientation == "horizontal" && index < boxes.lastIndex) {
+                val gap = maxOf(0, boxes[index + 1].x - (box.x + box.w))
+                mapOf("android:layout_marginEnd" to "${gap}dp")
+            } else emptyMap()
+
+            renderSimpleView(
+                box = box,
+                indent = indent,
+                extraAttrs = extraAttrs,
+                idOverride = childId,
+                parsedAttrsOverride = safeAttrs
+            )
+            context.appendLine()
+        }
+    }
 }
diff --git a/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/xml/XmlContext.kt b/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/xml/XmlContext.kt
index aa28393d80..c339625ee9 100644
--- a/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/xml/XmlContext.kt
+++ b/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/domain/xml/XmlContext.kt
@@ -6,10 +6,10 @@ class XmlContext(
 ) {
     private val usedIds = mutableSetOf<String>()
 
-    fun nextId(label: String): String {
+    fun nextId(label: String, initialIndex: Int = 0): String {
         val safeLabel = label.replace(Regex("[^a-zA-Z0-9_]"), "_")
 
-        var count = counters.getOrDefault(safeLabel, -1)
+        var count = counters.getOrDefault(safeLabel, initialIndex - 1)
         var newId: String
 
         do {
diff --git a/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/utils/TextCleaner.kt b/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/utils/TextCleaner.kt
index 6cd38cc22e..7f00a7635a 100644
--- a/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/utils/TextCleaner.kt
+++ b/cv-image-to-xml/src/main/java/org/appdevforall/codeonthego/computervision/utils/TextCleaner.kt
@@ -9,4 +9,22 @@ object TextCleaner {
             .replace(nonAlphanumericRegex, "")
             .trim()
     }
-}
\ No newline at end of file
+
+    fun cleanTextStrippingLeadingO(text: String): String {
+        val cleanedText = text.trim()
+            .replace(Regex("^[O0o\\[\\]()●○□☑✓-]+\\s*"), "")
+
+        return cleanedText.ifEmpty { text }
+    }
+
+    fun cleanTextPreservingLeadingO(text: String): String {
+        var cleanedText = text.trim()
+            .replace(Regex("^[\\[\\]()●○□☑✓-]+\\s*"), "")
+
+        cleanedText = cleanedText.replace(Regex("^[DT]?opti[oa]n", RegexOption.IGNORE_CASE), "Option")
+        cleanedText = cleanedText.replace(Regex("^pti[oa]n", RegexOption.IGNORE_CASE), "Option")
+        cleanedText = cleanedText.replace(Regex("^optton", RegexOption.IGNORE_CASE), "Option")
+
+        return cleanedText.ifEmpty { text }
+    }
+}
diff --git a/cv-image-to-xml/src/test/java/org/appdevforall/codeonthego/computervision/domain/FuzzyAttributeParserTest.kt b/cv-image-to-xml/src/test/java/org/appdevforall/codeonthego/computervision/domain/FuzzyAttributeParserTest.kt
index dd3329d24d..cd53dd41f1 100644
--- a/cv-image-to-xml/src/test/java/org/appdevforall/codeonthego/computervision/domain/FuzzyAttributeParserTest.kt
+++ b/cv-image-to-xml/src/test/java/org/appdevforall/codeonthego/computervision/domain/FuzzyAttributeParserTest.kt
@@ -175,6 +175,15 @@ class FuzzyAttributeParserTest {
         assertEquals("radius_slider", result["android:id"])
     }
 
+    @Test
+    fun `OCR garbled checkbox group id is normalized without changing custom ids`() {
+        val checkboxResult = FuzzyAttributeParser.parse("id: cbgraup2 | width: 100dp", "CheckBox")
+        val customResult = FuzzyAttributeParser.parse("id: radius_slider | width: 100dp", "ImageView")
+
+        assertEquals("cb_group_2", checkboxResult["android:id"])
+        assertEquals("radius_slider", customResult["android:id"])
+    }
+
     @Test
     fun `hex color values pass through unchanged`() {
         val annotation = "background: #FF5733 | width: 100dp"
diff --git a/cv-image-to-xml/src/test/java/org/appdevforall/codeonthego/computervision/domain/xml/LayoutRendererTest.kt b/cv-image-to-xml/src/test/java/org/appdevforall/codeonthego/computervision/domain/xml/LayoutRendererTest.kt
new file mode 100644
index 0000000000..0443c730e2
--- /dev/null
+++ b/cv-image-to-xml/src/test/java/org/appdevforall/codeonthego/computervision/domain/xml/LayoutRendererTest.kt
@@ -0,0 +1,105 @@
+package org.appdevforall.codeonthego.computervision.domain.xml
+
+import android.graphics.Rect
+import org.appdevforall.codeonthego.computervision.domain.model.LayoutItem
+import org.appdevforall.codeonthego.computervision.domain.model.ScaledBox
+import org.junit.Assert.assertTrue
+import org.junit.Test
+
+class LayoutRendererTest {
+
+    @Test
+    fun `checkbox group uses canonical ids when OCR annotation id is noisy`() {
+        val first = checkboxBox(y = 0, text = "Option A")
+        val second = checkboxBox(y = 20, text = "Option B", checked = true)
+        val context = XmlContext()
+
+        val renderer = LayoutRenderer(
+            context = context,
+            annotations = mapOf(
+                first to "id: cbgraup2 | textColor: gray"
+            )
+        )
+
+        renderer.render(LayoutItem.CheckboxGroup(listOf(first, second), "vertical"))
+
+        val xml = context.toString()
+
+        assertTrue(xml.contains("""android:id="@+id/cb_group_2_a""""))
+        assertTrue(xml.contains("""android:id="@+id/cb_group_2_b""""))
+        assertTrue(!xml.contains("cbgraup2"))
+    }
+
+    @Test
+    fun `radio group ignores group style ids on child radios`() {
+        val first = radioBox(y = 0, text = "choice A")
+        val second = radioBox(y = 20, text = "choice B", checked = true)
+        val context = XmlContext()
+
+        val renderer = LayoutRenderer(
+            context = context,
+            annotations = mapOf(
+                first to "id: rb_group_1 | textSize: 16sp"
+            )
+        )
+
+        renderer.render(LayoutItem.RadioGroup(listOf(first, second), "vertical"))
+
+        val xml = context.toString()
+
+        assertTrue(xml.contains("""android:id="@+id/radio_button_unchecked_0""""))
+        assertTrue(xml.contains("""android:id="@+id/radio_button_checked_0""""))
+        assertTrue(!xml.contains("""android:id="@+id/rb_group_1""""))
+    }
+
+    @Test
+    fun `radio group ignores group style ids even when parser leaks trailing tokens`() {
+        val first = radioBox(y = 0, text = "choice A")
+        val second = radioBox(y = 20, text = "choice B", checked = true)
+        val context = XmlContext()
+
+        val renderer = LayoutRenderer(
+            context = context,
+            annotations = mapOf(
+                first to "id: rb_group_1_text_site_16sp | textColor: black"
+            )
+        )
+
+        renderer.render(LayoutItem.RadioGroup(listOf(first, second), "vertical"))
+
+        val xml = context.toString()
+
+        assertTrue(xml.contains("""android:id="@+id/radio_button_unchecked_0""""))
+        assertTrue(!xml.contains("""android:id="@+id/rb_group_1_text_site_16sp""""))
+    }
+
+    private fun checkboxBox(y: Int, text: String, checked: Boolean = false): ScaledBox {
+        val label = if (checked) "checkbox_checked" else "checkbox_unchecked"
+        return ScaledBox(
+            label = label,
+            text = text,
+            x = 0,
+            y = y,
+            w = 20,
+            h = 20,
+            centerX = 10,
+            centerY = y + 10,
+            rect = Rect(0, y, 20, y + 20)
+        )
+    }
+
+    private fun radioBox(y: Int, text: String, checked: Boolean = false): ScaledBox {
+        val label = if (checked) "radio_button_checked" else "radio_button_unchecked"
+        return ScaledBox(
+            label = label,
+            text = text,
+            x = 0,
+            y = y,
+            w = 20,
+            h = 20,
+            centerX = 10,
+            centerY = y + 10,
+            rect = Rect(0, y, 20, y + 20)
+        )
+    }
+}