diff --git a/docs/models/supported_models.md b/docs/models/supported_models.md
index dea60155ac02..f36f74308c88 100644
--- a/docs/models/supported_models.md
+++ b/docs/models/supported_models.md
@@ -707,7 +707,7 @@ These models primarily accept the [`LLM.generate`](./generative_models.md#llmgen
 | `GraniteSpeechForConditionalGeneration` | Granite Speech | T + A | `ibm-granite/granite-speech-3.3-8b` | ✅︎ | ✅︎ |
 | `HCXVisionForCausalLM` | HyperCLOVAX-SEED-Vision-Instruct-3B | T + I<sup>+</sup> + V<sup>+</sup> | `naver-hyperclovax/HyperCLOVAX-SEED-Vision-Instruct-3B` | | |
 | `HCXVisionV2ForCausalLM` | HyperCLOVAX-SEED-Think-32B | T + I<sup>+</sup> + V<sup>+</sup> | `naver-hyperclovax/HyperCLOVAX-SEED-Think-32B` | | |
-| `H2OVLChatModel` | H2OVL | T + I<sup>E+</sup> | `h2oai/h2ovl-mississippi-800m`, `h2oai/h2ovl-mississippi-2b`, etc. | | ✅︎ |
+| `H2OVLChatModel` | H2OVL | T + I<sup>E+</sup> | `h2oai/h2ovl-mississippi-800m`, `h2oai/h2ovl-mississippi-2b`, etc. | ✅︎ | ✅︎ |
 | `HunYuanVLForConditionalGeneration` | HunyuanOCR | T + I<sup>E+</sup> | `tencent/HunyuanOCR`, etc. | ✅︎ | ✅︎ |
 | `Idefics3ForConditionalGeneration` | Idefics3 | T + I | `HuggingFaceM4/Idefics3-8B-Llama3`, etc. | ✅︎ | |
 | `IsaacForConditionalGeneration` | Isaac | T + I<sup>+</sup> | `PerceptronAI/Isaac-0.1` | ✅︎ | ✅︎ |
diff --git a/vllm/model_executor/models/h2ovl.py b/vllm/model_executor/models/h2ovl.py
index 3b01985c4458..6526e218175e 100644
--- a/vllm/model_executor/models/h2ovl.py
+++ b/vllm/model_executor/models/h2ovl.py
@@ -163,3 +163,17 @@ def _init_vision_model(
         else:
             msg = "Monolith mode is not applicable to H2OVL"
             raise NotImplementedError(msg)
+
+    def get_num_mm_encoder_tokens(self, num_image_tokens: int) -> int:
+        if num_image_tokens <= 0 or self.num_image_token <= 0:
+            return 0
+
+        num_patches = num_image_tokens // self.num_image_token
+        return num_patches * (self.patch_tokens + 1)
+
+    def get_num_mm_connector_tokens(self, num_vision_tokens: int) -> int:
+        if num_vision_tokens <= 0 or self.num_image_token <= 0:
+            return 0
+
+        num_patches = num_vision_tokens // (self.patch_tokens + 1)
+        return num_patches * self.num_image_token