diff --git a/README.md b/README.md
index 669242df..bc3b00df 100644
--- a/README.md
+++ b/README.md
@@ -88,13 +88,15 @@ pip install -e .
 4. **Install additional dependencies for example notebooks or development:**
 
 ```bash
-# For running example notebooks
+# For running example notebooks (includes einops, decord, pycocotools, triton)
 pip install -e ".[notebooks]"
 
 # For development
 pip install -e ".[train,dev]"
 ```
 
+**Note:** Recent fixes include lazy loading of decord to prevent cv2.imshow() segfaults and updated notebook dependencies.
+
 ## Getting Started
 
 ⚠️ Before using SAM 3, please request access to the checkpoints on the SAM 3
diff --git a/pyproject.toml b/pyproject.toml
index 9df1b678..0078ecdf 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -64,6 +64,8 @@ notebooks = [
     "einops",
     "scikit-image",
     "scikit-learn",
+    "triton; sys_platform != 'win32'",
+    "triton-windows; sys_platform == 'win32'",
 ]
 train = [
     "hydra-core",
diff --git a/sam3/train/data/sam3_image_dataset.py b/sam3/train/data/sam3_image_dataset.py
index 97efb1d1..7d4c8a98 100644
--- a/sam3/train/data/sam3_image_dataset.py
+++ b/sam3/train/data/sam3_image_dataset.py
@@ -15,9 +15,13 @@
 import torch
 import torch.utils.data
 import torchvision
-from decord import cpu, VideoReader
 from iopath.common.file_io import g_pathmgr
 
+# Lazy import of decord to avoid conflicts with OpenCV
+# Decord will only be imported when actually needed in _load_images
+# This prevents decord from loading when just importing sam3, which would
+# cause cv2.imshow() to segfault due to library conflicts
+
 from PIL import Image as PILImage
 from PIL.Image import DecompressionBombError
 
@@ -202,6 +206,14 @@ def _load_images(
             try:
                 if ".mp4" in path and path[-4:] == ".mp4":
                     # Going to load a video frame
+                    # Lazy import decord only when needed to avoid conflicts with OpenCV
+                    try:
+                        from decord import cpu, VideoReader
+                    except ImportError:
+                        raise ImportError(
+                            "decord is required for video loading but is not installed. "
+                            "Install it with: pip install decord or pip install -e '.[notebooks]'"
+                        )
                     video_path, frame = path.split("@")
                     video = VideoReader(video_path, ctx=cpu(0))
                     # Convert to PIL image