diff --git a/docling/cli/main.py b/docling/cli/main.py
index 87a93d15..a2e6962e 100644
--- a/docling/cli/main.py
+++ b/docling/cli/main.py
@@ -342,11 +342,13 @@ def convert(
         else:
             raise RuntimeError(f"Unexpected PDF backend type {pdf_backend}")
 
-        format_options: Dict[InputFormat, FormatOption] = {
-            InputFormat.PDF: PdfFormatOption(
+        pdf_format_option = PdfFormatOption(
                 pipeline_options=pipeline_options,
                 backend=backend,  # pdf_backend
             )
+        format_options: Dict[InputFormat, FormatOption] = {
+            InputFormat.PDF: pdf_format_option,
+            InputFormat.IMAGE: pdf_format_option,
         }
         doc_converter = DocumentConverter(
             allowed_formats=from_formats,
diff --git a/docling/datamodel/pipeline_options.py b/docling/datamodel/pipeline_options.py
index 63e0d3c6..13560132 100644
--- a/docling/datamodel/pipeline_options.py
+++ b/docling/datamodel/pipeline_options.py
@@ -143,7 +143,7 @@ class PdfPipelineOptions(PipelineOptions):
 
     table_structure_options: TableStructureOptions = TableStructureOptions()
     ocr_options: Union[
-        EasyOcrOptions, TesseractCliOcrOptions, TesseractOcrOptions, OcrMacOptions
+        EasyOcrOptions, TesseractCliOcrOptions, TesseractOcrOptions, OcrMacOptions, RapidOcrOptions
     ] = Field(EasyOcrOptions(), discriminator="kind")
 
     images_scale: float = 1.0