diff --git a/NEWS b/NEWS
index 889cc488b..7df22e3e5 100644
--- a/NEWS
+++ b/NEWS
@@ -108,6 +108,12 @@ New in spot 2.7.5.dev (not yet released)
     colorize_parity() learned that coloring transitiant edges does not
     require the introduction of a new color.
 
+  - A new reduce_parity() function implements and generalizes the
+    algorithm for minimizing parity acceptance by Carton and Maceiras
+    (Computing the Rabin index of a parity automaton, 1999).  This is
+    a better replacement for cleanup_parity() and colorize_parity().
+    See https://spot.lrde.epita.fr/ipynb/parity.html for examples.
+
 New in spot 2.7.5 (2019-06-05)
 
   Build:
diff --git a/spot/twaalgos/parity.cc b/spot/twaalgos/parity.cc
index 3446721e7..35ec10a90 100644
--- a/spot/twaalgos/parity.cc
+++ b/spot/twaalgos/parity.cc
@@ -23,6 +23,7 @@
 #include <spot/twaalgos/product.hh>
 #include <spot/twaalgos/complete.hh>
 #include <spot/twaalgos/sccinfo.hh>
+#include <algorithm>
 #include <vector>
 #include <utility>
 #include <functional>
@@ -386,4 +387,247 @@ namespace spot
     return aut;
   }
 
+  twa_graph_ptr
+  reduce_parity(const const_twa_graph_ptr& aut, bool colored)
+  {
+    return reduce_parity_here(make_twa_graph(aut, twa::prop_set::all()),
+                              colored);
+  }
+
+  twa_graph_ptr
+  reduce_parity_here(twa_graph_ptr aut, bool colored)
+  {
+    unsigned num_sets = aut->num_sets();
+    if (!colored && num_sets == 0)
+      return aut;
+
+    bool current_max;
+    bool current_odd;
+    if (!aut->acc().is_parity(current_max, current_odd, true))
+      input_is_not_parity("reduce_parity");
+    if (!aut->is_existential())
+      throw std::runtime_error
+        ("reduce_parity_here() does not support alternation");
+
+    // The algorithm assumes "max odd" or "max even" parity.  "min"
+    // parity is handled by converting it to "max" while the algorithm
+    // reads the automaton, and then back to "min" when it writes it.
+    //
+    // The main idea of the algorithm is to refine the SCCs of the
+    // automaton as will peel the parity layers one by one, starting
+    // with the maximum color.
+    //
+    // In the following tree, assume Sᵢ denotes SCCs and t. denotes a
+    // trivial SCC.  Let's assume our original graph is made of one
+    // SCC S₁.  In each SCC, we "peel the maximum layer", i.e., we
+    // remove the edges with the maximum colors.  Doing so, we may
+    // introduce more sub-SCCs, in which we do this process
+    // recursively.
+    //
+    //           S₁
+    //           |
+    //         max=4
+    //        ╱    ╲
+    //       S₂     S₃
+    //       |      |
+    //      max=2  max=1
+    //      ╱ ╲     |
+    //     S₄  t.   t.
+    //     |
+    //    max=0
+    //     |
+    //     t.
+    //
+    // Now the trick assign the same colors to all leaves, and then
+    // compress consecutive layers with identical parity.  Let S₁[3]
+    // denote the transitions with color 3 in SCC S₁, let C(S₁[3])
+    // denote the new color we will assign to those sets.
+    //
+    // Assume we decide C(t.)=k=2n, this is arbitrary and imaginary
+    // (as there are no transitions to color in t.)
+    //
+    // Then
+    //  C(S₄[0])=k because 0 and C(t.)=k have same parity
+    //  C(S₂[2])=k because 2 and max(C(S₄[0]),C(t.)) have same parity
+    //  C(S₃[1])=k+1 because 1 and C(t.)=k have different parity
+    //  C(S₁[4])=k+2 because 4 and max(C(S₂[2]),C(S₃[1])) have different parity
+    // So in the case, the resulting automaton would use 3 colors, k,k+1,k+2.
+    //
+    // If we do the same computation with C(t.)=k=2n+1, the result is
+    // better:
+    //  C(S₄[0])=k+1 because 0 and C(t.)=k have different parity
+    //  C(S₂[2])=k+1 because 2 and max(C(S₄[0]),C(t.)) have same parity
+    //  C(S₃[1])=k   because 1 and C(t.)=k have same parity
+    //  C(S₁[4])=k+1 because 4 and max(C(S₂[2]),C(S₃[1])) have same
+    // Here only two colors are needed.
+    //
+    // So the following code evaluates those two possible scenarios,
+    // using k=0 or k=1.
+    //
+    // -2 means the edge was never assigned a color.
+    std::vector<int> piprime1(aut->num_edges() + 1, -2); // k=1
+    std::vector<int> piprime2(aut->num_edges() + 1, -2); // k=0
+    bool sba = aut->prop_state_acc().is_true();
+
+    auto rec =
+      [&](const scc_and_mark_filter& filter, auto& self) -> std::pair<int, int>
+      {
+        scc_info si(filter);
+        unsigned numscc = si.scc_count();
+        std::pair<int, int> res = {1, 0};  // k=1, k=0
+        for (unsigned scc = 0; scc < numscc; ++scc)
+          if (!si.is_trivial(scc))
+            {
+              int piri;         // π(Rᵢ)
+              int color;        // corresponding color, to deal with "min" kind
+              if (current_max)
+                {
+                  piri = color = si.acc_sets_of(scc).max_set() - 1;
+                }
+              else
+                {
+                  color = si.acc_sets_of(scc).min_set() - 1;
+                  if (color < 0)
+                    color = num_sets;
+                  // The algorithm works with max parity, so reverse
+                  // the color range.
+                  piri = num_sets - color - 1;
+                }
+              std::pair<int, int> m;
+              if (piri < 0)
+                {
+                  // Uncolored transition.  Always odd.
+                  m = {1, 1};
+                }
+              else
+                {
+                  scc_and_mark_filter filter2(si, scc, {unsigned(color)});
+                  m = self(filter2, self);
+                  m.first += (piri - m.first) & 1;
+                  m.second += (piri - m.second) & 1;
+                }
+              for (unsigned state: si.states_of(scc))
+                for (auto& e: aut->out(state))
+                  if ((sba || si.scc_of(e.dst) == scc) &&
+                      ((piri >= 0 && e.acc.has(color)) || (piri < 0 && !e.acc)))
+                    {
+                      unsigned en = aut->edge_number(e);
+                      piprime1[en] = m.first;
+                      piprime2[en] = m.second;
+                    }
+              res.first = std::max(res.first, m.first);
+              res.second = std::max(res.second, m.second);
+            }
+        return res;
+      };
+    scc_and_mark_filter filter1(aut, {});
+    rec(filter1, rec);
+
+    // compute the used range for each vector.
+    int min1 = num_sets;
+    int max1 = -2;
+    for (int m : piprime1)
+      {
+        if (m <= -2)
+          continue;
+        if (m < min1)
+          min1 = m;
+        if (m > max1)
+          max1 = m;
+      }
+
+    if (SPOT_UNLIKELY(max1 == -2))
+      {
+        aut->set_acceptance(0, spot::acc_cond::acc_code::f());
+        return aut;
+      }
+    int min2 = num_sets;
+    int max2 = -2;
+    for (int m : piprime2)
+      {
+        if (m <= -2)
+          continue;
+        if (m < min2)
+          min2 = m;
+        if (m > max2)
+          max2 = m;
+      }
+
+    unsigned size1 = max1 + 1 - min1;
+    unsigned size2 = max2 + 1 - min2;
+    if (size2 < size1)
+      {
+        std::swap(size1, size2);
+        std::swap(min1, min2);
+        std::swap(piprime1, piprime2);
+      }
+
+    unsigned new_num_sets = size1;
+    if (current_max)
+      {
+        for (int& m : piprime1)
+          if (m > -2)
+            m -= min1;
+          else
+            m = 0;
+      }
+    else
+      {
+        for (int& m : piprime1)
+          if (m > -2)
+            m = new_num_sets - (m - min1) - 1;
+          else
+            m = new_num_sets - 1;
+      }
+
+    // The parity style changes if we shift colors by an odd number.
+    bool new_odd = current_odd ^ (min1 & 1);
+    if (!current_max)
+      // Switching from min<->max changes the parity style every time
+      // the number of colors is even.  If the input was "min", we
+      // switched once to "max" to apply the reduction and once again
+      // to go back to "min".  So there are two points where the
+      // parity style may have changed.
+      new_odd ^= !(num_sets & 1) ^ !(new_num_sets & 1);
+    if (!colored)
+      {
+        new_odd ^= current_max;
+        new_num_sets -= 1;
+
+        // It seems we have nothing to win by changing automata with a
+        // single set (unless we reduced it to 0 sets, of course).
+        if (new_num_sets == num_sets && num_sets == 1)
+          return aut;
+      }
+
+    aut->set_acceptance(new_num_sets,
+                        acc_cond::acc_code::parity(current_max, new_odd,
+                                                   new_num_sets));
+    if (colored)
+      for (auto& e: aut->edges())
+        {
+          unsigned n = aut->edge_number(e);
+          e.acc = acc_cond::mark_t({unsigned(piprime1[n])});
+        }
+    else if (current_max)
+      for (auto& e: aut->edges())
+        {
+          unsigned n = piprime1[aut->edge_number(e)];
+          if (n == 0)
+            e.acc = acc_cond::mark_t({});
+          else
+            e.acc = acc_cond::mark_t({n - 1});
+        }
+    else
+      for (auto& e: aut->edges())
+        {
+          unsigned n = piprime1[aut->edge_number(e)];
+          if (n >= new_num_sets)
+            e.acc = acc_cond::mark_t({});
+          else
+            e.acc = acc_cond::mark_t({n});
+        }
+
+    return aut;
+  }
 }
diff --git a/spot/twaalgos/parity.hh b/spot/twaalgos/parity.hh
index cf0f6c4f9..11b48b6e5 100644
--- a/spot/twaalgos/parity.hh
+++ b/spot/twaalgos/parity.hh
@@ -1,5 +1,5 @@
 // -*- coding: utf-8 -*-
-// Copyright (C) 2016-2018 Laboratoire de Recherche et Développement
+// Copyright (C) 2016-2019 Laboratoire de Recherche et Développement
 // de l'Epita (LRDE).
 //
 // This file is part of Spot, a model checking library.
@@ -133,4 +133,37 @@ namespace spot
   SPOT_API twa_graph_ptr
   colorize_parity_here(twa_graph_ptr aut, bool keep_style = false);
   /// @}
+
+
+  /// \brief Reduce the parity acceptance condition to use a minimal
+  /// number of colors.
+  ///
+  /// This implements an algorithm derived from the following article,
+  /// but generalized to all types of parity acceptance.
+  /** \verbatim
+      @Article{carton.99.ita,
+      author       = {Olivier Carton and Ram{\'o}n Maceiras},
+      title        = {Computing the {R}abin index of a parity automaton},
+      journal      = {Informatique théorique et applications},
+      year         = {1999},
+      volume       = {33},
+      number       = {6},
+      pages        = {495--505}
+      }
+      \endverbatim */
+  ///
+  /// The kind of parity (min/max) is preserved, but the style
+  /// (odd/even) may be altered to reduce the number of colors used.
+  ///
+  /// If \a colored is true, colored automata are output (this is what
+  /// the above paper assumes).  Otherwise, the smallest or highest
+  /// colors (depending on the parity kind) is removed to simplify the
+  /// acceptance condition.
+  /// @{
+  SPOT_API twa_graph_ptr
+  reduce_parity(const const_twa_graph_ptr& aut, bool colored = false);
+
+  SPOT_API twa_graph_ptr
+  reduce_parity_here(twa_graph_ptr aut, bool colored = false);
+  /// @}
 }
diff --git a/tests/core/parity.cc b/tests/core/parity.cc
index 89a24e724..7fd9ba889 100644
--- a/tests/core/parity.cc
+++ b/tests/core/parity.cc
@@ -384,6 +384,23 @@ int main()
                                      is_max, is_odd, acc_num_sets))
                   throw std::runtime_error("cleanup_parity: wrong acceptance.");
               }
+
+            // Check reduce_parity
+            for (auto colored: { true, false })
+              {
+                auto output = spot::reduce_parity(aut, colored);
+                if (!colored && !is_almost_colored(output))
+                  throw std::runtime_error(
+                    "reduce_parity: too many acc on a transition.");
+                if (colored && !is_colored_printerr(output))
+                  throw std::runtime_error("reduce_parity: not colored.");
+                if (!are_equiv(aut, output))
+                  throw std::runtime_error("reduce_parity: not equivalent.");
+                if (!is_right_parity(output, to_parity_kind(is_max),
+                                     spot::parity_style_any,
+                                     is_max, is_odd, acc_num_sets))
+                  throw std::runtime_error("reduce_parity: wrong acceptance.");
+              }
           }
         }
 
diff --git a/tests/python/parity.ipynb b/tests/python/parity.ipynb
index 78ef0f806..dd78f25fd 100644
--- a/tests/python/parity.ipynb
+++ b/tests/python/parity.ipynb
@@ -6,7 +6,6 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from IPython.display import display\n",
     "import spot\n",
     "spot.setup()\n",
     "from spot.jupyter import display_inline\n",
@@ -293,7 +292,8 @@
     "\n",
     "- [`change_parity()`](#Change-parity) can be used to alter the [*style*](#Changing-the-style), or [*kind*](#Changing-the-kind) of a parity acceptance.  For instance if you have an automaton with `parity min even` acceptance and want an automaton with `parity max odd`, this is the function to use.\n",
     "- [`colorize_parity()`](#Colorize-parity) transforms an automaton with parity acceptance into a colored automaton with parity acceptance (a.k.a., parity automaton).\n",
-    "- [`cleanup_parity()`](#Cleanup-parity) remove from the acceptance condition colors that are unused in the automaton, while keeping it a parity acceptance."
+    "- [`cleanup_parity()`](#Cleanup-parity) remove from the acceptance condition colors that are unused in the automaton, while keeping it a parity acceptance.\n",
+    "- [`reduce_parity()`](#Reduce-parity) minimize the number of colors used in the automaton, producing the smallest parity acceptance condition possible for this automaton."
    ]
   },
   {
@@ -3475,7 +3475,9 @@
    "source": [
     "# Cleanup parity\n",
     "\n",
-    "The `cleanup_parity()` functions remove all useless colors of an automaton with parity acceptance."
+    "The `cleanup_parity()` function removes useless colors of an automaton with parity acceptance.\n",
+    "This function is just looking at colors that do not occur in the automaton to perform the simplification.\n",
+    "For a stronger simplification, see [`reduce_parity()`](#Reduce-parity) below."
    ]
   },
   {
@@ -4217,7 +4219,980 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Here Rabin 1, co-Büchi, and Streett 1, are respectively the same as \"min odd 2\", \"max odd 1\", \"max odd 2\"."
+    "Here Rabin 1, co-Büchi, and Streett 1, are respectively the same as \"min odd 2\", \"max odd 1\", \"max odd 2\".\n",
+    "\n",
+    "# Reduce parity\n",
+    "\n",
+    "The `reduce_parity()` function is a more elaborate version of `cleanup_parity()`.  It implements an algorithm by Carton and Maceiras (*Computing the Rabin index of a parity automaton*, Informatique théorique et applications, 1999), to obtain the minimal parity acceptance condition for a given automaton.  Why the original algorithm assume *max odd* parity, this version with work with the four types of parity acceptance.  It will only try to preserve the kind (max/min) and may change the style if it allows saving one color.  Furthermore, it can colorize (or uncolorize) automata at the same time,\n",
+    "making it a very nice replacement for both `cleanup_parity()` and `colorize_parity()`.\n",
+    "\n",
+    "It takes two arguments:\n",
+    "1. the automaton whose parity acceptance condition should be reduced\n",
+    "2. a Boolean indicating whether the output should be colored (`True`), or if transition with no color can be used (`False`).\n",
+    "\n",
+    "By default, the second argument is `False`, because acceptance sets is a scarse ressource in Spot."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
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+   "source": [
+    "display2(minodd4, spot.reduce_parity(minodd4))\n",
+    "display2(minodd4, spot.reduce_parity(minodd4, True))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "<path fill=\"none\" stroke=\"#000000\" d=\"M216.2596,-34.8635C241.433,-40.3398 287.5999,-50.3831 316.1587,-56.5959\"/>\n",
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+       "<text text-anchor=\"start\" x=\"246\" y=\"-71.8\" font-family=\"Lato\" font-size=\"14.00\" fill=\"#000000\">!p0 &amp; !p1</text>\n",
+       "<text text-anchor=\"start\" x=\"267.5\" y=\"-56.8\" font-family=\"Lato\" font-size=\"14.00\" fill=\"#ff7f00\">❷</text>\n",
+       "</g>\n",
+       "<!-- 3&#45;&gt;3 -->\n",
+       "<g id=\"edge9\" class=\"edge\">\n",
+       "<title>3&#45;&gt;3</title>\n",
+       "<path fill=\"none\" stroke=\"#000000\" d=\"M186.2539,-44.667C181.3555,-55.6563 185.4375,-67 198.5,-67 208.7051,-67 213.4289,-60.0763 212.6715,-51.8071\"/>\n",
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+       "<text text-anchor=\"start\" x=\"171\" y=\"-85.8\" font-family=\"Lato\" font-size=\"14.00\" fill=\"#000000\">!p0 &amp; p1</text>\n",
+       "<text text-anchor=\"start\" x=\"190.5\" y=\"-70.8\" font-family=\"Lato\" font-size=\"14.00\" fill=\"#ff4da0\">❶</text>\n",
+       "</g>\n",
+       "<!-- 1&#45;&gt;0 -->\n",
+       "<g id=\"edge4\" class=\"edge\">\n",
+       "<title>1&#45;&gt;0</title>\n",
+       "<path fill=\"none\" stroke=\"#000000\" d=\"M455.0647,-11.1461C449.136,-9.0729 442.3679,-7.0648 436,-6 385.7726,2.3988 239.7685,-.7899 169,-4 134.672,-5.5572 122.8215,4.1945 92,-11 83.6061,-15.138 76.2062,-22.1311 70.3328,-29.0625\"/>\n",
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+       "<text text-anchor=\"start\" x=\"248\" y=\"-19.8\" font-family=\"Lato\" font-size=\"14.00\" fill=\"#000000\">!p0 &amp; p1</text>\n",
+       "<text text-anchor=\"start\" x=\"267.5\" y=\"-4.8\" font-family=\"Lato\" font-size=\"14.00\" fill=\"#ff4da0\">❶</text>\n",
+       "</g>\n",
+       "<!-- 1&#45;&gt;2 -->\n",
+       "<g id=\"edge5\" class=\"edge\">\n",
+       "<title>1&#45;&gt;2</title>\n",
+       "<path fill=\"none\" stroke=\"#000000\" d=\"M454.2068,-13.9399C434.345,-10.3421 401.747,-7.2845 377,-19 367.6034,-23.4485 359.7823,-31.6672 353.8572,-39.737\"/>\n",
+       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"349.7011,-45.8141 351.0526,-38.2578 351.6769,-42.9251 353.6527,-40.0361 353.6527,-40.0361 353.6527,-40.0361 351.6769,-42.9251 356.2528,-41.8143 349.7011,-45.8141 349.7011,-45.8141\"/>\n",
+       "<text text-anchor=\"start\" x=\"377\" y=\"-37.8\" font-family=\"Lato\" font-size=\"14.00\" fill=\"#000000\">!p0 &amp; !p1</text>\n",
+       "<text text-anchor=\"start\" x=\"398.5\" y=\"-22.8\" font-family=\"Lato\" font-size=\"14.00\" fill=\"#1f78b4\">⓿</text>\n",
+       "</g>\n",
+       "</g>\n",
+       "</svg>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "display2(maxeven4, spot.reduce_parity(maxeven4))\n",
+    "display2(maxeven4, spot.reduce_parity(maxeven4, True))"
    ]
   }
  ],