diff --git a/mlir/lib/Conversion/TosaToLinalg/TosaToLinalg.cpp b/mlir/lib/Conversion/TosaToLinalg/TosaToLinalg.cpp
--- a/mlir/lib/Conversion/TosaToLinalg/TosaToLinalg.cpp
+++ b/mlir/lib/Conversion/TosaToLinalg/TosaToLinalg.cpp
@@ -339,6 +339,18 @@
   }
 };
 
+template <typename SrcOp>
+class IdentityNConverter : public OpRewritePattern<SrcOp> {
+public:
+  using OpRewritePattern<SrcOp>::OpRewritePattern;
+
+  LogicalResult matchAndRewrite(SrcOp op,
+                                PatternRewriter &rewriter) const final {
+    rewriter.replaceOp(op, op.getOperation()->getOperands());
+    return success();
+  }
+};
+
 } // namespace
 
 void mlir::tosa::populateTosaToLinalgOnTensorsConversionPatterns(
@@ -358,6 +370,7 @@
       PointwiseConverter<tosa::GreaterEqualOp>,
       PointwiseConverter<tosa::MaximumOp>, PointwiseConverter<tosa::MinimumOp>,
       PointwiseConverter<tosa::CeilOp>, PointwiseConverter<tosa::FloorOp>,
-      PointwiseConverter<tosa::ClampOp>, PointwiseConverter<tosa::ReluNOp>>(
-      context);
+      PointwiseConverter<tosa::ClampOp>, PointwiseConverter<tosa::ReluNOp>,
+      IdentityNConverter<tosa::IdentityOp>,
+      IdentityNConverter<tosa::IdentityNOp>>(context);
 }
diff --git a/mlir/test/Conversion/TosaToLinalg/tosa-to-linalg.mlir b/mlir/test/Conversion/TosaToLinalg/tosa-to-linalg.mlir
--- a/mlir/test/Conversion/TosaToLinalg/tosa-to-linalg.mlir
+++ b/mlir/test/Conversion/TosaToLinalg/tosa-to-linalg.mlir
@@ -255,6 +255,12 @@
   // CHECK: select
   %15 = "tosa.reluN"(%0) {max_int = 5 : i64, max_fp = 5.0 : f32} : (tensor<1xi32>) -> tensor<1xi32>
 
+  // CHECK-NOT: tosa.identity
+  %16 = "tosa.identity"(%0) : (tensor<1xi32>) -> tensor<1xi32>
+
+  // CHECK-NOT: tosa.identityn
+  %17:2 = "tosa.identityn"(%0, %1) : (tensor<1xi32>, tensor<1xi32>) -> (tensor<1xi32>, tensor<1xi32>)
+
   return
 }