diff --git a/Docs/Luadoc/Lua.xml b/Docs/Luadoc/Lua.xml
index 6b0cde4ffb..9f92d0d66d 100644
--- a/Docs/Luadoc/Lua.xml
+++ b/Docs/Luadoc/Lua.xml
@@ -2027,6 +2027,7 @@
 			<Function name='GetTapNoteScore'/>
 			<Function name='GetTapNoteOffset'/>
 			<Function name='GetHidden'/>
+			<Function name='GetHeld'/>
 		</Class>
 		<Class name='HoldNoteResult'>
 			<Function name='GetHoldNoteScore'/>
diff --git a/Docs/Luadoc/LuaDocumentation.xml b/Docs/Luadoc/LuaDocumentation.xml
index acd8167659..92c61f80ae 100644
--- a/Docs/Luadoc/LuaDocumentation.xml
+++ b/Docs/Luadoc/LuaDocumentation.xml
@@ -6098,6 +6098,11 @@ local spr = Def.Sprite{
 	<Function name='GetHidden' return='bool' arguments=''>
 		Returns true if the Tap Note was judged with a result that would stop it from drawing.
 	</Function>
+	<Function name='GetHeld' return='bool' arguments=''>
+		Returns whether the input for the Tap Note was ever held during
+		the judgment interval. Useful to distinguish a normal miss from
+		a held miss.
+	</Function>
 </Class>
 <Class name='HoldNoteResult'>
 	<Function name='GetHoldNoteScore' return='HoldNoteScore' arguments=''>
diff --git a/src/NoteTypes.cpp b/src/NoteTypes.cpp
index 851a981dfe..89ff24842e 100644
--- a/src/NoteTypes.cpp
+++ b/src/NoteTypes.cpp
@@ -210,12 +210,14 @@ public:
 	DEFINE_METHOD(GetTapNoteScore, tns);
 	DEFINE_METHOD(GetTapNoteOffset, fTapNoteOffset);
 	DEFINE_METHOD(GetHidden, bHidden);
+	DEFINE_METHOD(GetHeld, bHeld);
 
 	LunaTapNoteResult()
 	{
 		ADD_METHOD( GetTapNoteScore );
 		ADD_METHOD( GetTapNoteOffset );
 		ADD_METHOD( GetHidden );
+		ADD_METHOD( GetHeld );
 	}
 };
 LUA_REGISTER_CLASS( TapNoteResult )
diff --git a/src/NoteTypes.h b/src/NoteTypes.h
index f966291d41..0ad3bd9dfa 100644
--- a/src/NoteTypes.h
+++ b/src/NoteTypes.h
@@ -13,7 +13,7 @@ class XNode;
 struct TapNoteResult
 {
 	/** @brief Set up the TapNoteResult with default values. */
-	TapNoteResult() : tns(TNS_None), fTapNoteOffset(0.f), bHidden(false) { }
+	TapNoteResult() : tns(TNS_None), fTapNoteOffset(0.f), bHidden(false), bHeld(false) { }
 	/** @brief The TapNoteScore that was achieved by the player. */
 	TapNoteScore	tns;
 
@@ -28,6 +28,9 @@ struct TapNoteResult
 	/** @brief If the whole row has been judged, all taps on the row will be set to hidden. */
 	bool		bHidden;
 
+	/** @brief Track if the note was held. Used to track held misses. */
+	bool		bHeld;
+
 	// XML
 	XNode* CreateNode() const;
 	void LoadFromNode( const XNode* pNode );
diff --git a/src/Player.cpp b/src/Player.cpp
index 0fe98278aa..145d50d3ad 100644
--- a/src/Player.cpp
+++ b/src/Player.cpp
@@ -993,6 +993,72 @@ void Player::Update( float fDeltaTime )
 		}
 	}
 
+	// Track held misses
+	//
+	// In order to track held misses we have to check whether a note was
+	// held any time during the judgment window before it is judged a miss.
+	// Note: at this point we don't actually know yet whether a note will
+	// be a miss or a hit, so we have to track for all notes whether they
+	// were held at some point before getting judged.
+	{
+		float largestWindow = 0.0f;
+		largestWindow = max(largestWindow, GetWindowSeconds(TW_W1));
+		largestWindow = max(largestWindow, GetWindowSeconds(TW_W2));
+		largestWindow = max(largestWindow, GetWindowSeconds(TW_W3));
+		largestWindow = max(largestWindow, GetWindowSeconds(TW_W4));
+		largestWindow = max(largestWindow, GetWindowSeconds(TW_W5));
+
+		// We have to check the unjudged notes that are within the
+		// timing window. Let's find the cutoff point! (lastCheckRow)
+		const float rate = GAMESTATE->m_SongOptions.GetCurrent().m_fMusicRate;
+		const SongPosition songPosition = m_pPlayerState->m_Position;
+		const float musicPosition = songPosition.m_fMusicSeconds + (songPosition.m_LastBeatUpdate.Ago() * rate);
+		// We have to add 1 here, because GetBeatFromElapsedTime() can round down.
+		const int lastCheckRow = BeatToNoteRow(m_Timing->GetBeatFromElapsedTime(musicPosition + (largestWindow * rate)) + 1);
+
+		// The button being held only counts for the first unjudged
+		// note on a track (== column/arrow direction), so we have to
+		// keep track for which tracks we have already seen an unjudged
+		// note.
+		vector<bool> seenTracks(m_NoteData.GetNumTracks(), false);
+
+		for(auto iter = *m_pIterNeedsTapJudging; !iter.IsAtEnd() && iter.Row() <= lastCheckRow; ++iter)
+		{
+			TapNote &tn = *iter;
+			const int row = iter.Row();
+			const int track = iter.Track();
+
+			// Skip over warp and fake segments
+			if (!m_Timing->IsJudgableAtRow(row))
+				continue;
+
+			// Held misses only apply to tap notes
+			if (tn.type != TapNoteType_Tap && tn.type != TapNoteType_HoldHead)
+				continue;
+
+			const float notePosition = m_Timing->GetElapsedTimeFromBeat(NoteRowToBeat(row));
+			const float offset = fabsf((notePosition - musicPosition) / rate);
+
+			// Skip if we are outside of the largest timing window
+			if (offset > largestWindow)
+				continue;
+
+			// Skip the note if there is an earlier note on the same track that still awaits judgement
+			if (seenTracks[track])
+			    continue;
+
+			seenTracks[track] = true;
+
+			if (!tn.result.bHeld)
+			{
+				PlayerNumber pn = m_pPlayerState->m_PlayerNumber;
+				vector<GameInput> input;
+				GAMESTATE->GetCurrentStyle(pn)->StyleInputToGameInput(track, pn, input);
+
+				tn.result.bHeld = INPUTMAPPER->IsBeingPressed(input, m_pPlayerState->m_mp);
+			}
+		}
+	}
 
 	// update HoldNotes logic
 	{
@@ -3120,6 +3186,9 @@ void Player::SetJudgment( int iRow, int iTrack, const TapNote &tn, TapNoteScore
 		msg.SetParam( "Early", fTapNoteOffset < 0.0f );
 		msg.SetParam( "TapNoteOffset", tn.result.fTapNoteOffset );
 
+		if ( tns == TNS_Miss )
+			msg.SetParam( "HeldMiss", tn.result.bHeld );
+
 		Lua* L= LUA->Get();
 		lua_createtable( L, 0, m_NoteData.GetNumTracks() ); // TapNotes this row
 		lua_createtable( L, 0, m_NoteData.GetNumTracks() ); // HoldHeads of tracks held at this row.