diff --git a/CHANGELOG.md b/CHANGELOG.md
index fc5c6ff26..bab5ab9fe 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -55,6 +55,7 @@
   - improve `path_to_repo` handling for custom paths
   - eliminate `api` auth security bypass
   - multiple `schedulers` signature corrections
+  - multiple models reverse model classification
 
 ## Update for 2026-04-01
 
diff --git a/data/reference-nunchaku.json b/data/reference-nunchaku.json
index a22be9e91..8852da7f7 100644
--- a/data/reference-nunchaku.json
+++ b/data/reference-nunchaku.json
@@ -47,7 +47,7 @@
   "FLUX.1-Fill Nunchaku SVDQuant": {
     "path": "black-forest-labs/FLUX.1-Fill-dev",
     "subfolder": "nunchaku",
-    "preview": "black-forest-labs--FLUX.1-Fill-dev.jpg",
+    "preview": "black-forest-labs--FLUX.1-dev.jpg",
     "desc": "Nunchaku SVDQuant quantization of FLUX.1-Fill-dev transformer for inpainting",
     "skip": true,
     "hidden": true,
@@ -59,7 +59,7 @@
   "FLUX.1-Depth Nunchaku SVDQuant": {
     "path": "black-forest-labs/FLUX.1-Depth-dev",
     "subfolder": "nunchaku",
-    "preview": "black-forest-labs--FLUX.1-Depth-dev.jpg",
+    "preview": "black-forest-labs--FLUX.1-dev.jpg",
     "desc": "Nunchaku SVDQuant quantization of FLUX.1-Depth-dev transformer for depth-conditioned generation",
     "skip": true,
     "hidden": true,
@@ -163,7 +163,7 @@
   "Sana 1.6B 1k Nunchaku SVDQuant": {
     "path": "Efficient-Large-Model/Sana_1600M_1024px_BF16_diffusers",
     "subfolder": "nunchaku",
-    "preview": "Efficient-Large-Model--Sana_1600M_1024px_BF16_diffusers.jpg",
+    "preview": "Efficient-Large-Model--Sana_1600M_1024px_diffusers.jpg",
     "desc": "Nunchaku SVDQuant quantization of Sana 1.6B 1024px transformer with INT4 and SVD rank 32",
     "skip": true,
     "nunchaku": ["Model"],
diff --git a/modules/modeldata.py b/modules/modeldata.py
index 688bfa364..20c633b15 100644
--- a/modules/modeldata.py
+++ b/modules/modeldata.py
@@ -78,11 +78,15 @@ def get_model_type(pipe):
         model_type = 'pixartalpha'
     elif "Bria" in name:
         model_type = 'bria'
+    elif 'Kolors' in name:
+        model_type = 'kolors'
+    elif 'Meissonic' in name:
+        model_type = 'meissonic'
     elif 'Qwen' in name:
         model_type = 'qwen'
     elif 'NextStep' in name:
         model_type = 'nextstep'
-    elif 'X-Omni' in name:
+    elif 'XOmni' in name or 'X-Omni' in name:
         model_type = 'x-omni'
     elif 'Photoroom' in name:
         model_type = 'prx'
@@ -90,14 +94,12 @@ def get_model_type(pipe):
         model_type = 'longcat'
     elif 'GlmImage' in name:
         model_type = 'glmimage'
-    elif 'Ovis-Image' in name:
+    elif 'OvisImage' in name or 'Ovis-Image' in name:
         model_type = 'ovis'
     elif 'Wan' in name:
         model_type = 'wanai'
     elif 'ChronoEdit' in name:
         model_type = 'chrono'
-    elif 'HDM-xut' in name:
-        model_type = 'hdm'
     elif 'HunyuanImage3' in name:
         model_type = 'hunyuanimage3'
     elif 'HunyuanImage' in name:
diff --git a/modules/sd_detect.py b/modules/sd_detect.py
index f0374a928..fe4e2712c 100644
--- a/modules/sd_detect.py
+++ b/modules/sd_detect.py
@@ -53,8 +53,6 @@ def guess_by_name(fn, current_guess):
         new_guess = 'SegMoE'
     elif 'hunyuandit' in fn.lower():
         new_guess = 'HunyuanDiT'
-    elif 'hdm-xut' in fn.lower():
-        new_guess = 'hdm'
     elif 'pixart-xl' in fn.lower():
         new_guess = 'PixArt Alpha'
     elif 'stable-diffusion-3' in fn.lower():
@@ -81,8 +79,6 @@ def guess_by_name(fn, current_guess):
         new_guess = 'CogView 4'
     elif 'meissonic' in fn.lower():
         new_guess = 'Meissonic'
-    elif 'monetico' in fn.lower():
-        new_guess = 'Monetico'
     elif 'omnigen2' in fn.lower():
         new_guess = 'OmniGen2'
     elif 'omnigen' in fn.lower():
diff --git a/modules/sd_models.py b/modules/sd_models.py
index fdc347290..9a6eea317 100644
--- a/modules/sd_models.py
+++ b/modules/sd_models.py
@@ -505,7 +505,7 @@ def load_diffuser_force(detected_model_type, checkpoint_info, diffusers_load_con
             from pipelines.model_longcat import load_longcat
             sd_model = load_longcat(checkpoint_info, diffusers_load_config)
             allow_post_quant = False
-        elif model_type in ['Overfit']:
+        elif model_type in ['Ovis-Image', 'Overfit']:
             from pipelines.model_ovis import load_ovis
             sd_model = load_ovis(checkpoint_info, diffusers_load_config)
             allow_post_quant = False
diff --git a/modules/shared_items.py b/modules/shared_items.py
index e33258d8f..a2a52a3f7 100644
--- a/modules/shared_items.py
+++ b/modules/shared_items.py
@@ -54,13 +54,11 @@ pipelines = {
     'GLM-Image': getattr(diffusers, 'GlmImagePipeline', None),
     # dynamically imported and redefined later
     'Meissonic': getattr(diffusers, 'DiffusionPipeline', None),
-    'Monetico': getattr(diffusers, 'DiffusionPipeline', None),
     'OmniGen2': getattr(diffusers, 'DiffusionPipeline', None),
     'InstaFlow': getattr(diffusers, 'DiffusionPipeline', None),
     'SegMoE': getattr(diffusers, 'DiffusionPipeline', None),
     'FLite': getattr(diffusers, 'DiffusionPipeline', None),
     'Bria': getattr(diffusers, 'DiffusionPipeline', None),
-    'hdm': getattr(diffusers, 'DiffusionPipeline', None),
     'X-Omni': getattr(diffusers, 'DiffusionPipeline', None),
     'HunyuanImage3': getattr(diffusers, 'DiffusionPipeline', None),
     'ChronoEdit': getattr(diffusers, 'DiffusionPipeline', None),
diff --git a/pipelines/model_xomni.py b/pipelines/model_xomni.py
index d8645bd1c..85e035313 100644
--- a/pipelines/model_xomni.py
+++ b/pipelines/model_xomni.py
@@ -113,4 +113,5 @@ def load_xomni(checkpoint_info, diffusers_load_config=None):
 
     pipe = XOmniPipeline()
     pipe.load(repo_id, load_config=diffusers_load_config)
+    devices.torch_gc(force=True, reason='load')
     return pipe