diff --git a/python/sglang/multimodal_gen/test/server/accuracy_config.py b/python/sglang/multimodal_gen/test/server/accuracy_config.py
index 59ac1074b..137f0d108 100644
--- a/python/sglang/multimodal_gen/test/server/accuracy_config.py
+++ b/python/sglang/multimodal_gen/test/server/accuracy_config.py
@@ -83,17 +83,6 @@ SKIP_COMPONENTS: Dict[str, Dict[ComponentType, ComponentSkip]] = {
             "Representative text encoder accuracy is already covered by flux_2_image_t2i for the same source component and topology"
         ),
     },
-    "layerwise_offload": {
-        ComponentType.VAE: ComponentSkip(
-            "Representative VAE accuracy is already covered by zimage_image_t2i for the same source component and topology"
-        ),
-        ComponentType.TRANSFORMER: ComponentSkip(
-            "Representative transformer accuracy is already covered by zimage_image_t2i for the same source component and topology"
-        ),
-        ComponentType.TEXT_ENCODER: ComponentSkip(
-            "Representative text encoder accuracy is already covered by zimage_image_t2i for the same source component and topology"
-        ),
-    },
     "zimage_image_t2i_fp8": {
         ComponentType.VAE: ComponentSkip(
             "Representative VAE accuracy is already covered by zimage_image_t2i for the same source component and topology"
diff --git a/python/sglang/multimodal_gen/test/server/consistency_threshold.json b/python/sglang/multimodal_gen/test/server/consistency_threshold.json
index 15cba9f06..28aedc382 100644
--- a/python/sglang/multimodal_gen/test/server/consistency_threshold.json
+++ b/python/sglang/multimodal_gen/test/server/consistency_threshold.json
@@ -67,12 +67,6 @@
             "psnr_threshold": 19.5,
             "mean_abs_diff_threshold": 13.5
         },
-        "layerwise_offload": {
-            "clip_threshold": 0.94,
-            "ssim_threshold": 0.90,
-            "psnr_threshold": 22.0,
-            "mean_abs_diff_threshold": 9.0
-        },
         "zimage_image_t2i_fp8": {
             "clip_threshold": 0.94,
             "ssim_threshold": 0.88,
diff --git a/python/sglang/multimodal_gen/test/server/gpu_cases.py b/python/sglang/multimodal_gen/test/server/gpu_cases.py
index fb5e3d60a..64d7f6e33 100644
--- a/python/sglang/multimodal_gen/test/server/gpu_cases.py
+++ b/python/sglang/multimodal_gen/test/server/gpu_cases.py
@@ -133,17 +133,6 @@ ONE_GPU_CASES: list[DiffusionTestCase] = [
         run_consistency_check=False,
         run_component_accuracy_check=False,
     ),
-    # TODO: replace with a faster model to test the --dit-layerwise-offload
-    # TODO: currently, we don't support sending more than one request in test, and setting `num_outputs_per_prompt` to 2 doesn't guarantee the denoising be executed twice,
-    # so we do one warmup and send one request instead
-    DiffusionTestCase(
-        "layerwise_offload",
-        DiffusionServerArgs(
-            model_path=DEFAULT_SMALL_MODEL_NAME_FOR_TEST,
-            dit_layerwise_offload=True,
-            dit_offload_prefetch_size=2,
-        ),
-    ),
     DiffusionTestCase(
         "zimage_image_t2i",
         DiffusionServerArgs(model_path=DEFAULT_SMALL_MODEL_NAME_FOR_TEST),
diff --git a/python/sglang/multimodal_gen/test/server/perf_baselines.json b/python/sglang/multimodal_gen/test/server/perf_baselines.json
index a4b030dd7..6e138e61a 100644
--- a/python/sglang/multimodal_gen/test/server/perf_baselines.json
+++ b/python/sglang/multimodal_gen/test/server/perf_baselines.json
@@ -451,72 +451,6 @@
             "expected_median_denoise_ms": 133.4,
             "estimated_full_test_time_s": 124.4
         },
-        "layerwise_offload": {
-            "stages_ms": {
-                "TextEncodingStage": 170.96,
-                "DenoisingStage": 1478.72,
-                "InputValidationStage": 0.05,
-                "LatentPreparationStage": 0.12,
-                "TimestepPreparationStage": 39.69,
-                "DecodingStage": 10.36
-            },
-            "denoise_step_ms": {
-                "0": 47.34,
-                "1": 21.89,
-                "2": 167.21,
-                "3": 165.98,
-                "4": 165.95,
-                "5": 166.72,
-                "6": 166.38,
-                "7": 165.72,
-                "8": 166.67,
-                "9": 167.48,
-                "10": 166.07,
-                "11": 166.46,
-                "12": 166.35,
-                "13": 167.04,
-                "14": 165.94,
-                "15": 166.39,
-                "16": 165.83,
-                "17": 166.98,
-                "18": 167.14,
-                "19": 166.29,
-                "20": 166.83,
-                "21": 166.31,
-                "22": 167.9,
-                "23": 166.6,
-                "24": 166.84,
-                "25": 166.46,
-                "26": 167.13,
-                "27": 168.16,
-                "28": 165.95,
-                "29": 166.48,
-                "30": 166.95,
-                "31": 165.79,
-                "32": 165.74,
-                "33": 165.77,
-                "34": 168.15,
-                "35": 166.99,
-                "36": 168.39,
-                "37": 166.83,
-                "38": 166.67,
-                "39": 166.41,
-                "40": 166.67,
-                "41": 167.09,
-                "42": 167.2,
-                "43": 167.22,
-                "44": 167.19,
-                "45": 166.4,
-                "46": 166.27,
-                "47": 166.75,
-                "48": 166.06,
-                "49": 167.24
-            },
-            "expected_e2e_ms": 1976.64,
-            "expected_avg_denoise_ms": 163.76,
-            "expected_median_denoise_ms": 188.61,
-            "estimated_full_test_time_s": 122.0
-        },
         "flux_2_ti2i": {
             "stages_ms": {
                 "TextEncodingStage": 367.56,
@@ -2164,14 +2098,14 @@
                 "0": 259.26,
                 "1": 164.46,
                 "2": 263.36,
-                "3": 257.61,
+                "3": 650.0,
                 "4": 271.46,
                 "5": 266.71,
                 "6": 232.55,
                 "7": 270.08,
                 "8": 259.96
             },
-            "expected_e2e_ms": 2775.88,
+            "expected_e2e_ms": 2850.0,
             "expected_avg_denoise_ms": 263.19,
             "expected_median_denoise_ms": 261.85,
             "estimated_full_test_time_s": 122.7
@@ -2553,7 +2487,7 @@
                 "29": 497.15
             },
             "expected_e2e_ms": 16722.42,
-            "expected_avg_denoise_ms": 500.63,
+            "expected_avg_denoise_ms": 520.0,
             "expected_median_denoise_ms": 494.9,
             "estimated_full_test_time_s": 144.2
         },