diff --git a/tests/models/registry.py b/tests/models/registry.py
index 4a105dedd..40c4d0d31 100644
--- a/tests/models/registry.py
+++ b/tests/models/registry.py
@@ -1020,18 +1020,15 @@ _MULTIMODAL_EXAMPLE_MODELS = {
         min_transformers_version="4.57",
     ),
     "Qwen3ASRForConditionalGeneration": _HfExamplesInfo(
-        "Qwen/Qwen3-ASR-1.7B",
+        "Qwen/Qwen3-ASR-0.6B",
         max_model_len=4096,
         min_transformers_version="4.57",
-        is_available_online=False,
     ),
     "Qwen3ASRRealtimeGeneration": _HfExamplesInfo(
-        "Qwen/Qwen3-ASR-1.7B",
+        "Qwen/Qwen3-ASR-0.6B",
         max_model_len=4096,
         min_transformers_version="4.57",
-        enforce_eager=True,
         hf_overrides={"architectures": ["Qwen3ASRRealtimeGeneration"]},
-        is_available_online=False,
     ),
     "RForConditionalGeneration": _HfExamplesInfo("YannQi/R-4B", trust_remote_code=True),
     "SkyworkR1VChatModel": _HfExamplesInfo(
diff --git a/vllm/model_executor/models/deepseek_vl2.py b/vllm/model_executor/models/deepseek_vl2.py
index e0395a5b1..469d7fb71 100644
--- a/vllm/model_executor/models/deepseek_vl2.py
+++ b/vllm/model_executor/models/deepseek_vl2.py
@@ -48,7 +48,6 @@ from vllm.transformers_utils.configs.deepseek_vl2 import (
     MlpProjectorConfig,
     VisionEncoderConfig,
 )
-from vllm.transformers_utils.processors.deepseek_vl2 import DeepseekVLV2Processor
 from vllm.utils.tensor_schema import TensorSchema, TensorShape
 from vllm.utils.torch_utils import set_default_torch_dtype
 
@@ -160,7 +159,7 @@ class DeepseekVL2ProcessingInfo(BaseProcessingInfo):
         return self.ctx.get_hf_config(DeepseekVLV2Config)
 
     def get_hf_processor(self, **kwargs: object):
-        return self.ctx.get_hf_processor(DeepseekVLV2Processor, **kwargs)
+        return self.ctx.get_hf_processor(**kwargs)
 
     def get_supported_mm_limits(self) -> Mapping[str, int | None]:
         return {"image": None}
diff --git a/vllm/model_executor/models/fireredasr2.py b/vllm/model_executor/models/fireredasr2.py
index 981c65472..5d6c68454 100644
--- a/vllm/model_executor/models/fireredasr2.py
+++ b/vllm/model_executor/models/fireredasr2.py
@@ -41,7 +41,7 @@ from vllm.multimodal.processing import (
     PromptUpdateDetails,
 )
 from vllm.transformers_utils.processor import cached_processor_from_config
-from vllm.transformers_utils.processors.fireredasr2_processor import (
+from vllm.transformers_utils.processors.fireredasr2 import (
     FireRedASR2FeatureExtractor,
 )
 from vllm.utils.tensor_schema import TensorSchema, TensorShape
diff --git a/vllm/model_executor/models/funasr.py b/vllm/model_executor/models/funasr.py
index fd4e2c06d..ed8009011 100644
--- a/vllm/model_executor/models/funasr.py
+++ b/vllm/model_executor/models/funasr.py
@@ -50,7 +50,7 @@ from vllm.multimodal.processing import (
     PromptUpdate,
 )
 from vllm.transformers_utils.processor import cached_processor_from_config
-from vllm.transformers_utils.processors.funasr_processor import FunASRFeatureExtractor
+from vllm.transformers_utils.processors.funasr import FunASRFeatureExtractor
 from vllm.utils.tensor_schema import TensorSchema, TensorShape
 
 from .interfaces import (
diff --git a/vllm/transformers_utils/processor.py b/vllm/transformers_utils/processor.py
index 9190c82f5..1319e2943 100644
--- a/vllm/transformers_utils/processor.py
+++ b/vllm/transformers_utils/processor.py
@@ -20,7 +20,9 @@ from transformers.video_processing_utils import BaseVideoProcessor
 from typing_extensions import TypeVar
 
 from vllm.logger import init_logger
+from vllm.transformers_utils import processors
 from vllm.transformers_utils.gguf_utils import is_gguf
+from vllm.transformers_utils.repo_utils import get_hf_file_to_dict
 from vllm.transformers_utils.utils import convert_model_repo_to_path
 from vllm.utils.func_utils import get_allowed_kwarg_only_overrides
 
@@ -139,6 +141,22 @@ def _merge_mm_kwargs(
     return allowed_kwargs
 
 
+def get_processor_cls_name_from_config(
+    processor_name: str,
+    revision: str | None = "main",
+) -> str | None:
+    config_file = [
+        "processor_config.json",
+        "preprocessor_config.json",
+        "tokenizer_config.json",
+    ]
+    for file in config_file:
+        config = get_hf_file_to_dict(file, processor_name, revision=revision)
+        if config and "processor_class" in config:
+            return config["processor_class"]
+    return None
+
+
 def get_processor(
     processor_name: str,
     *args: Any,
@@ -152,8 +170,20 @@ def get_processor(
         revision = "main"
     try:
         processor_name = convert_model_repo_to_path(processor_name)
+        registered_cls_name = get_processor_cls_name_from_config(
+            processor_name, revision=revision
+        )
+        registered_processor_cls = (
+            getattr(processors, registered_cls_name, None)
+            if registered_cls_name
+            else None
+        )
+        registered_processor_cls = cast(type[_P] | None, registered_processor_cls)
+        # Use registered processor class when it's available
+        # and explicit processor_cls is not set.
         if isinstance(processor_cls, tuple) or processor_cls == ProcessorMixin:
-            processor = AutoProcessor.from_pretrained(
+            _processor_cls = registered_processor_cls or AutoProcessor
+            processor = _processor_cls.from_pretrained(
                 processor_name,
                 *args,
                 revision=revision,
diff --git a/vllm/transformers_utils/processors/__init__.py b/vllm/transformers_utils/processors/__init__.py
index 0660a62ea..ff2263f3e 100644
--- a/vllm/transformers_utils/processors/__init__.py
+++ b/vllm/transformers_utils/processors/__init__.py
@@ -8,16 +8,20 @@ reasons:
 - There is a need to override the existing processor to support vLLM.
 """
 
-from vllm.transformers_utils.processors.bagel import BagelProcessor
-from vllm.transformers_utils.processors.deepseek_vl2 import DeepseekVLV2Processor
-from vllm.transformers_utils.processors.fireredasr2_processor import (
-    FireRedASR2Processor,
-)
-from vllm.transformers_utils.processors.funasr_processor import FunASRProcessor
-from vllm.transformers_utils.processors.hunyuan_vl import HunYuanVLProcessor
-from vllm.transformers_utils.processors.hunyuan_vl_image import HunYuanVLImageProcessor
-from vllm.transformers_utils.processors.ovis import OvisProcessor
-from vllm.transformers_utils.processors.ovis2_5 import Ovis2_5Processor
+import importlib
+
+_CLASS_TO_MODULE: dict[str, str] = {
+    "BagelProcessor": "vllm.transformers_utils.processors.bagel",
+    "DeepseekVLV2Processor": "vllm.transformers_utils.processors.deepseek_vl2",
+    "FireRedASR2Processor": "vllm.transformers_utils.processors.fireredasr2",
+    "FunASRProcessor": "vllm.transformers_utils.processors.funasr",
+    "HunYuanVLProcessor": "vllm.transformers_utils.processors.hunyuan_vl",
+    "HunYuanVLImageProcessor": "vllm.transformers_utils.processors.hunyuan_vl_image",
+    "OvisProcessor": "vllm.transformers_utils.processors.ovis",
+    "Ovis2_5Processor": "vllm.transformers_utils.processors.ovis2_5",
+    "Qwen3ASRProcessor": "vllm.transformers_utils.processors.qwen3_asr",
+}
+
 
 __all__ = [
     "BagelProcessor",
@@ -28,4 +32,18 @@ __all__ = [
     "HunYuanVLImageProcessor",
     "OvisProcessor",
     "Ovis2_5Processor",
+    "Qwen3ASRProcessor",
 ]
+
+
+def __getattr__(name: str):
+    if name in _CLASS_TO_MODULE:
+        module_name = _CLASS_TO_MODULE[name]
+        module = importlib.import_module(module_name)
+        return getattr(module, name)
+
+    raise AttributeError(f"module 'processors' has no attribute '{name}'")
+
+
+def __dir__():
+    return sorted(list(__all__))
diff --git a/vllm/transformers_utils/processors/bagel.py b/vllm/transformers_utils/processors/bagel.py
index 09b2e31b3..3226d7b0c 100644
--- a/vllm/transformers_utils/processors/bagel.py
+++ b/vllm/transformers_utils/processors/bagel.py
@@ -3,7 +3,6 @@
 # Copyright 2025 Bytedance Ltd. and/or its affiliates.
 """BAGEL processor for image and text inputs."""
 
-from transformers import AutoProcessor
 from transformers.feature_extraction_utils import BatchFeature
 from transformers.image_utils import ImageInput
 from transformers.processing_utils import ProcessingKwargs, ProcessorMixin, Unpack
@@ -79,6 +78,3 @@ class BagelProcessor(ProcessorMixin):
         tokenizer_input_names = self.tokenizer.model_input_names
         image_processor_input_names = self.image_processor.model_input_names
         return list(dict.fromkeys(tokenizer_input_names + image_processor_input_names))
-
-
-AutoProcessor.register("BagelProcessor", BagelProcessor)
diff --git a/vllm/transformers_utils/processors/deepseek_ocr.py b/vllm/transformers_utils/processors/deepseek_ocr.py
index 77e494836..68a2b1aaa 100644
--- a/vllm/transformers_utils/processors/deepseek_ocr.py
+++ b/vllm/transformers_utils/processors/deepseek_ocr.py
@@ -8,7 +8,7 @@ from typing import Literal
 import torch
 import torchvision.transforms as T
 from PIL import Image, ImageOps
-from transformers import AutoProcessor, BatchFeature, LlamaTokenizerFast
+from transformers import BatchFeature, LlamaTokenizerFast
 from transformers.processing_utils import ProcessorMixin
 
 # TODO(Isotr0py): change modes for variants
@@ -453,6 +453,3 @@ class DeepseekOCRProcessor(ProcessorMixin):
             num_image_tokens,
             image_shapes,
         )
-
-
-AutoProcessor.register("DeepseekOCRProcessor", DeepseekOCRProcessor)
diff --git a/vllm/transformers_utils/processors/deepseek_vl2.py b/vllm/transformers_utils/processors/deepseek_vl2.py
index 5ef258b9b..5a3c986c1 100644
--- a/vllm/transformers_utils/processors/deepseek_vl2.py
+++ b/vllm/transformers_utils/processors/deepseek_vl2.py
@@ -29,7 +29,7 @@ from typing import Any
 import torch
 import torchvision.transforms as T
 from PIL import Image, ImageOps
-from transformers import AutoProcessor, BatchFeature, LlamaTokenizerFast
+from transformers import BatchFeature, LlamaTokenizerFast
 from transformers.processing_utils import ProcessorMixin
 
 
@@ -401,6 +401,3 @@ class DeepseekVLV2Processor(ProcessorMixin):
             images_spatial_crop,
             num_image_tokens,
         )
-
-
-AutoProcessor.register("DeepseekVLV2Processor", DeepseekVLV2Processor)
diff --git a/vllm/transformers_utils/processors/fireredasr2_processor.py b/vllm/transformers_utils/processors/fireredasr2.py
similarity index 99%
rename from vllm/transformers_utils/processors/fireredasr2_processor.py
rename to vllm/transformers_utils/processors/fireredasr2.py
index 98c99ec39..4bde53015 100644
--- a/vllm/transformers_utils/processors/fireredasr2_processor.py
+++ b/vllm/transformers_utils/processors/fireredasr2.py
@@ -8,7 +8,6 @@ import torch
 import torch.nn.functional as F
 from transformers import (
     AutoFeatureExtractor,
-    AutoProcessor,
     BatchFeature,
 )
 from transformers.feature_extraction_sequence_utils import SequenceFeatureExtractor
@@ -345,4 +344,3 @@ class FireRedASR2Processor(ProcessorMixin):
 AutoFeatureExtractor.register(
     "FireRedASR2FeatureExtractor", FireRedASR2FeatureExtractor
 )
-AutoProcessor.register("FireRedASR2Processor", FireRedASR2Processor)
diff --git a/vllm/transformers_utils/processors/funasr_processor.py b/vllm/transformers_utils/processors/funasr.py
similarity index 99%
rename from vllm/transformers_utils/processors/funasr_processor.py
rename to vllm/transformers_utils/processors/funasr.py
index bb6fe69ac..1ce653c2e 100644
--- a/vllm/transformers_utils/processors/funasr_processor.py
+++ b/vllm/transformers_utils/processors/funasr.py
@@ -9,7 +9,6 @@ import torchaudio.compliance.kaldi as kaldi
 from torch.nn.utils.rnn import pad_sequence
 from transformers import (
     AutoFeatureExtractor,
-    AutoProcessor,
     BatchFeature,
 )
 from transformers.feature_extraction_sequence_utils import SequenceFeatureExtractor
@@ -503,4 +502,3 @@ class FunASRProcessor(ProcessorMixin):
 
 
 AutoFeatureExtractor.register("FunASRFeatureExtractor", FunASRFeatureExtractor)
-AutoProcessor.register("FunASRProcessor", FunASRProcessor)
diff --git a/vllm/transformers_utils/processors/hunyuan_vl.py b/vllm/transformers_utils/processors/hunyuan_vl.py
index 924c679e7..2d0e4db97 100644
--- a/vllm/transformers_utils/processors/hunyuan_vl.py
+++ b/vllm/transformers_utils/processors/hunyuan_vl.py
@@ -5,7 +5,6 @@
 
 import numpy as np
 import torch
-from transformers import AutoProcessor
 from transformers.feature_extraction_utils import BatchFeature
 from transformers.image_utils import ImageInput
 from transformers.processing_utils import ProcessorMixin
@@ -225,6 +224,3 @@ def split_image_into_patch_blocks(
     patches = img.reshape(-1, 3, patch_size, patch_size)
 
     return patches
-
-
-AutoProcessor.register("HunYuanVLProcessor", HunYuanVLProcessor)
diff --git a/vllm/transformers_utils/processors/ovis.py b/vllm/transformers_utils/processors/ovis.py
index bd5de9591..da80f24e7 100644
--- a/vllm/transformers_utils/processors/ovis.py
+++ b/vllm/transformers_utils/processors/ovis.py
@@ -26,7 +26,7 @@ from functools import cached_property
 
 import PIL
 import torch
-from transformers import AutoProcessor, BatchFeature
+from transformers import BatchFeature
 from transformers.image_utils import ImageInput
 from transformers.processing_utils import ProcessingKwargs, ProcessorMixin, Unpack
 from transformers.tokenization_utils_base import PreTokenizedInput, TextInput
@@ -453,6 +453,3 @@ class OvisProcessor(ProcessorMixin):
             dict.fromkeys(tokenizer_input_names + image_processor_input_names)
         )
         return names_from_processor + ["second_per_grid_ts"]
-
-
-AutoProcessor.register("OvisProcessor", OvisProcessor)
diff --git a/vllm/transformers_utils/processors/ovis2_5.py b/vllm/transformers_utils/processors/ovis2_5.py
index 6b6fdcace..46ffd6a1e 100644
--- a/vllm/transformers_utils/processors/ovis2_5.py
+++ b/vllm/transformers_utils/processors/ovis2_5.py
@@ -6,7 +6,7 @@ from functools import cached_property
 import numpy as np
 import PIL
 import torch
-from transformers import AutoProcessor, BatchFeature
+from transformers import BatchFeature
 from transformers.image_utils import ImageInput
 from transformers.processing_utils import ProcessingKwargs, ProcessorMixin, Unpack
 from transformers.tokenization_utils_base import PreTokenizedInput, TextInput
@@ -476,6 +476,3 @@ class Ovis2_5Processor(ProcessorMixin):
             visual_placeholders,
             torch.tensor([[grid_t, grid_h, grid_w]]),
         )
-
-
-AutoProcessor.register("Ovis2_5Processor", Ovis2_5Processor)
diff --git a/vllm/transformers_utils/processors/qwen3_asr.py b/vllm/transformers_utils/processors/qwen3_asr.py
index 677326e25..55d385379 100644
--- a/vllm/transformers_utils/processors/qwen3_asr.py
+++ b/vllm/transformers_utils/processors/qwen3_asr.py
@@ -227,6 +227,3 @@ class Qwen3ASRProcessor(ProcessorMixin):
                 + ["feature_attention_mask"]
             )
         )
-
-
-AutoProcessor.register("Qwen3ASRProcessor", Qwen3ASRProcessor)