Index: mlir/lib/Conversion/TosaToLinalg/TosaToLinalg.cpp
===================================================================
--- mlir/lib/Conversion/TosaToLinalg/TosaToLinalg.cpp
+++ mlir/lib/Conversion/TosaToLinalg/TosaToLinalg.cpp
@@ -335,9 +335,7 @@
 
   // tosa::MaximumOp
   if (isa<tosa::MaximumOp>(op) && elementTy.isa<FloatType>()) {
-    auto predicate = rewriter.create<arith::CmpFOp>(
-        loc, arith::CmpFPredicate::OGT, args[0], args[1]);
-    return rewriter.create<arith::SelectOp>(loc, predicate, args[0], args[1]);
+    return rewriter.create<arith::MaxFOp>(loc, args[0], args[1]);
   }
 
   if (isa<tosa::MaximumOp>(op) && elementTy.isSignlessInteger()) {
@@ -348,9 +346,7 @@
 
   // tosa::MinimumOp
   if (isa<tosa::MinimumOp>(op) && elementTy.isa<FloatType>()) {
-    auto predicate = rewriter.create<arith::CmpFOp>(
-        loc, arith::CmpFPredicate::OLT, args[0], args[1]);
-    return rewriter.create<arith::SelectOp>(loc, predicate, args[0], args[1]);
+    return rewriter.create<arith::MinFOp>(loc, args[0], args[1]);
   }
 
   if (isa<tosa::MinimumOp>(op) && elementTy.isSignlessInteger()) {
@@ -751,9 +747,7 @@
   }
 
   if (isa<tosa::ReduceMinOp>(op) && elementTy.isa<FloatType>()) {
-    auto predicate = rewriter.create<arith::CmpFOp>(
-        loc, arith::CmpFPredicate::OLT, args[0], args[1]);
-    return rewriter.create<arith::SelectOp>(loc, predicate, args[0], args[1]);
+    return rewriter.create<arith::MinFOp>(loc, args[0], args[1]);
   }
 
   if (isa<tosa::ReduceMinOp>(op) && elementTy.isa<IntegerType>()) {
@@ -763,9 +757,7 @@
   }
 
   if (isa<tosa::ReduceMaxOp>(op) && elementTy.isa<FloatType>()) {
-    auto predicate = rewriter.create<arith::CmpFOp>(
-        loc, arith::CmpFPredicate::OGT, args[0], args[1]);
-    return rewriter.create<arith::SelectOp>(loc, predicate, args[0], args[1]);
+    return rewriter.create<arith::MaxFOp>(loc, args[0], args[1]);
   }
 
   if (isa<tosa::ReduceMaxOp>(op) && elementTy.isa<IntegerType>()) {
Index: mlir/test/Conversion/TosaToLinalg/tosa-to-linalg.mlir
===================================================================
--- mlir/test/Conversion/TosaToLinalg/tosa-to-linalg.mlir
+++ mlir/test/Conversion/TosaToLinalg/tosa-to-linalg.mlir
@@ -198,13 +198,11 @@
   %13 = "tosa.select"(%10, %0, %1) : (tensor<1xi1>, tensor<1xf32>, tensor<1xf32>) -> tensor<1xf32>
 
   // CHECK: linalg.generic
-  // CHECK: arith.cmpf
-  // CHECK: select
+  // CHECK: arith.maxf
   %14 = "tosa.maximum"(%0, %1) : (tensor<1xf32>, tensor<1xf32>) -> tensor<1xf32>
 
   // CHECK: linalg.generic
-  // CHECK: arith.cmpf
-  // CHECK: select
+  // CHECK: arith.minf
   %15 = "tosa.minimum"(%0, %1) : (tensor<1xf32>, tensor<1xf32>) -> tensor<1xf32>
 
   // CHECK: linalg.generic
@@ -732,15 +730,13 @@
   // CHECK: arith.constant 3.40282347E+38 : f32
   // CHECK: linalg.fill
   // CHECK: linalg.generic
-  // CHECK: arith.cmpf olt
-  // CHECK: select
+  // CHECK: arith.minf
   %3 = "tosa.reduce_min"(%arg0) {axis = 0 : i64} : (tensor<5x4xf32>) -> tensor<1x4xf32>
 
   // CHECK: arith.constant -3.40282347E+38 : f32
   // CHECK: linalg.fill
   // CHECK: linalg.generic
-  // CHECK: arith.cmpf ogt
-  // CHECK: select
+  // CHECK: arith.maxf
   %4 = "tosa.reduce_max"(%arg0) {axis = 0 : i64} : (tensor<5x4xf32>) -> tensor<1x4xf32>
   return
 }
@@ -803,9 +799,8 @@
   // CHECK: %[[FILL:.+]] = linalg.fill ins(%[[CMIN]]{{.*}}outs(%[[INIT]]
   // CHECK: %[[GENERIC:.+]] = linalg.generic {indexing_maps = [#[[$MAP0]], #[[$MAP1]]], iterator_types = ["parallel", "reduction"]} ins(%arg0 : tensor<?x?xf32>) outs(%[[FILL]] : tensor<?xf32>)
   // CHECK: ^bb0(%arg1: f32, %arg2: f32)
-  // CHECK:   %[[CMP:.+]] = arith.cmpf ogt, %arg1, %arg2 : f32
-  // CHECK:   %[[RES:.+]] = arith.select %[[CMP]], %arg1, %arg2 : f32
-  // CHECK:   linalg.yield %[[RES]] : f32
+  // CHECK:   %[[MAX:.+]] = arith.maxf %arg1, %arg2 : f32
+  // CHECK:   linalg.yield %[[MAX]] : f32
   // CHECK: tensor.expand_shape %[[GENERIC]] {{\[}}[0, 1]] : tensor<?xf32> into tensor<?x1xf32>
   %0 = "tosa.reduce_max"(%arg0) {axis = 1 : i64} : (tensor<?x?xf32>) -> tensor<?x1xf32>
   return