diff --git a/notebooks/10_simple_segmentation.ipynb b/notebooks/10_simple_segmentation.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "XqIx_qRmGmnb"
+   },
+   "source": [
+    "# Simple Object Detection & Segmentation with CLIP"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "id": "8itLz-N7Gmnd"
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-03-12 16:58:27.435920: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n"
+     ]
+    }
+   ],
+   "source": [
+    "import os\n",
+    "import requests\n",
+    "from tqdm import tqdm\n",
+    "from matplotlib import pyplot as plt\n",
+    "\n",
+    "import jax\n",
+    "import numpy as np\n",
+    "from jax import numpy as jnp, random\n",
+    "import torch\n",
+    "import torchvision\n",
+    "from transformers import FlaxCLIPModel, AutoProcessor, AutoTokenizer"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "ItUHnFufGmnf"
+   },
+   "source": [
+    "## Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {
+    "id": "JajxiwS2Gmnf"
+   },
+   "outputs": [],
+   "source": [
+    "def load_img(url):\n",
+    "    img_data = requests.get(url).content\n",
+    "    ftype = url.split('.')[-1]\n",
+    "    with open(f'tmp.{ftype}', 'wb') as f:\n",
+    "        f.write(img_data)\n",
+    "    img = torchvision.io.read_image(f'tmp.{ftype}')\n",
+    "    os.remove(f'tmp.{ftype}')\n",
+    "    \n",
+    "    c, h, w = img.shape\n",
+    "    if c == 1:  # grayscale\n",
+    "        img = img.repeat(3,1,1)\n",
+    "    return img"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {
+    "id": "7ZTLMR0dGmng"
+   },
+   "outputs": [],
+   "source": [
+    "img = load_img('https://archive.stsci.edu/missions/hst/public/ib48/ib4805010/ib4805010_drz.jpg')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "PjgRY9zNGmng",
+    "outputId": "12c30f94-59fa-4fd9-a15f-362d0a16e055"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "torch.Size([3, 962, 1089])"
+      ]
+     },
+     "execution_count": 56,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Make sure img has shape (channels, y_dim, x_dim)!!!\n",
+    "img.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 369
+    },
+    "id": "5TKClacOGmng",
+    "outputId": "ea50897a-443c-44c7-a7bc-6b306514b775"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def imshow(img):\n",
+    "    show = img.cpu()\n",
+    "    if img.ndim == 3:\n",
+    "        show = show.permute(1,2,0)\n",
+    "    plt.axis('off')\n",
+    "    plt.margins(0)\n",
+    "    plt.imshow(show)\n",
+    "    plt.show()\n",
+    "\n",
+    "imshow(img)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "pwERhEwvGmng"
+   },
+   "source": [
+    "## Window Slices"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {
+    "id": "5d4cuwifGmnh"
+   },
+   "outputs": [],
+   "source": [
+    "def make_windows(img: torch.Tensor,\n",
+    "                 y_size: int, y_step: int,\n",
+    "                 x_size: int, x_step: int) -> tuple[torch.Tensor, tuple[slice]]:\n",
+    "\n",
+    "    channels, y_dim, x_dim = img.shape\n",
+    "\n",
+    "    # Unfold image into shape (channels, n_y, n_x, y_size, x_size)\n",
+    "    unfolded = img.unfold(1, y_size, y_step).unfold(2, x_size, x_step)\n",
+    "\n",
+    "    # Permute image into shape (n_y, n_x, channels, y_size, x_size)\n",
+    "    permuted = unfolded.permute(1, 2, 0, 3, 4)\n",
+    "\n",
+    "    # Combine (n_y, n_x) into one batch dimension. y-dimension takes precedence.\n",
+    "    batch = permuted.reshape(-1, channels, y_size, x_size)\n",
+    "\n",
+    "    # Generate corresponding sequence of slices that represents where each window is extracted from.\n",
+    "    slices = [(slice(y+1-y_size, y+1, None), slice(x+1-x_size, x+1, None))\n",
+    "              for y in range(y_size-1, y_dim, y_step)\n",
+    "              for x in range(x_size-1, x_dim, x_step)]\n",
+    "\n",
+    "    return batch, slices"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "2aVx6c83Gmnh",
+    "outputId": "79bb9892-0c9d-4c16-da10-201b67e3752a"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "torch.Size([96, 3, 256, 128])"
+      ]
+     },
+     "execution_count": 59,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "windows, slices = make_windows(img, 256, 128, 128, 64)\n",
+    "windows.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1000
+    },
+    "id": "c9EoBcNWGmni",
+    "outputId": "cf244317-69fe-4ef1-d0f5-a69915f61618"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Patch 22\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Patch 23\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Patch 24\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Patch 60\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Patch 90\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "channel_last = img.permute(1,2,0)\n",
+    "\n",
+    "for i in (22, 23, 24, 60, 90):\n",
+    "    print(f'Patch {i}')\n",
+    "    f, ax = plt.subplots(1, 2)\n",
+    "\n",
+    "    ax[0].imshow(windows[i].permute(1,2,0))\n",
+    "    ax[1].imshow(channel_last[slices[i]])\n",
+    "\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "7tv9FprQGmni"
+   },
+   "source": [
+    "## CLIP Heatmap"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Loading the model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1000,
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+      "e1a81cec6b554ca489b114351da806b4",
+      "a5e818524dba4144bf9ac5c4be9b6c5f",
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+      "9b89c836b3684728badf11b97a89bf80",
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+      "c08c94cb040c4582b8d794519a20239a",
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+      "e51111d33347440a98470d2ec0a1c6e6",
+      "b62cabd772e04034b63183d3f26dfda3",
+      "99f4e0e8a3cb4e489bb14196daaa476f"
+     ]
+    },
+    "id": "q92cl2T1Gmnj",
+    "outputId": "c29b6fd4-bbda-4775-a0cf-950f03f766a5"
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-03-12 17:02:53.586199: W external/xla/xla/service/gpu/triton_autotuner.cc:646] Compiling 28 configs for triton_gemm_dot.1 on a single thread.\n"
+     ]
+    }
+   ],
+   "source": [
+    "model = FlaxCLIPModel.from_pretrained(\"openai/clip-vit-base-patch16\")\n",
+    "processor = AutoProcessor.from_pretrained(\"openai/clip-vit-base-patch16\")\n",
+    "tokenizer = AutoTokenizer.from_pretrained(\"openai/clip-vit-base-patch16\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import yaml\n",
+    "from ml_collections.config_dict import ConfigDict\n",
+    "\n",
+    "logging_dir = '/n/holystore01/LABS/iaifi_lab/Lab/hubbleclip-checkpoints'\n",
+    "run_name = 'glistening-kumquat-123'\n",
+    "\n",
+    "config_file = \"{}/{}/config.yaml\".format(logging_dir, run_name)\n",
+    "\n",
+    "with open(config_file, 'r') as file:\n",
+    "    config = yaml.safe_load(file)\n",
+    "    \n",
+    "config = ConfigDict(config)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import optax \n",
+    "from flax.training import checkpoints, common_utils, train_state\n",
+    "\n",
+    "import flax\n",
+    "\n",
+    "replicate = flax.jax_utils.replicate\n",
+    "unreplicate = flax.jax_utils.unreplicate\n",
+    "\n",
+    "schedule = optax.warmup_cosine_decay_schedule(\n",
+    "    init_value=0.0,\n",
+    "    peak_value=1e-4,\n",
+    "    warmup_steps=5_000,\n",
+    "    decay_steps=100_000,\n",
+    ")\n",
+    "\n",
+    "tx = optax.adamw(learning_rate=schedule, weight_decay=1e-4)\n",
+    "state = train_state.TrainState.create(apply_fn=model.__call__, params=model.params, tx=tx)\n",
+    "\n",
+    "# restored_state = state"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import orbax.checkpoint as ocp\n",
+    "\n",
+    "ckpt_dir = \"{}/{}\".format(logging_dir, run_name)  # Load SLURM run\n",
+    "\n",
+    "best_fn = lambda metrics: metrics[f\"val/top_10_accuracy\"]\n",
+    "\n",
+    "mgr_options = ocp.CheckpointManagerOptions(step_prefix=f'step', best_fn=best_fn, best_mode='min', create=False)\n",
+    "\n",
+    "ckpt_mgr_load_ckpt = ocp.CheckpointManager(\n",
+    "    f\"{ckpt_dir}/ckpts/\",\n",
+    "    options=mgr_options,\n",
+    ")\n",
+    "\n",
+    "restored_state = ckpt_mgr_load_ckpt.restore(\n",
+    "    ckpt_mgr_load_ckpt.latest_step(),\n",
+    "    args=ocp.args.StandardRestore(state)\n",
+    ")\n",
+    "\n",
+    "if state is restored_state:\n",
+    "    raise FileNotFoundError(f\"Did not load checkpoint correctly\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Segmentation algorithm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "id": "SL_x8EitGmnj"
+   },
+   "outputs": [],
+   "source": [
+    "def autotune_size_step(y_dim: int,\n",
+    "                       x_dim: int) -> tuple[tuple[int, int],\n",
+    "                                            tuple[int, int]]:\n",
+    "    s_dim = min(y_dim, x_dim)\n",
+    "    l_dim = max(y_dim, x_dim)\n",
+    "    size = l_dim // 6\n",
+    "    step = s_dim // 14\n",
+    "    return ((size, step), (size, step))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "id": "NJ_LCtR7Gmnk"
+   },
+   "outputs": [],
+   "source": [
+    "def CLIP_segment(img: torch.Tensor,\n",
+    "                 text: str,\n",
+    "                 model: FlaxCLIPModel = model,\n",
+    "                 processor: AutoProcessor = processor,\n",
+    "                 threshold: float = 0.4,\n",
+    "                 temperature: float = 2.0,\n",
+    "                 y_size: int = None, y_step: int = None,\n",
+    "                 x_size: int = None, x_step: int = None,\n",
+    "                 batch_sz: int = 256\n",
+    "                 ) -> jax.Array:\n",
+    "\n",
+    "    _, y_dim, x_dim = img.shape\n",
+    "\n",
+    "    if y_size is None or y_step is None:\n",
+    "        (y_size, y_step), _ = autotune_size_step(y_dim=y_dim,\n",
+    "                                                 x_dim=x_dim)\n",
+    "\n",
+    "    if x_size is None or x_step is None:\n",
+    "        _, (x_size, x_step) = autotune_size_step(y_dim=y_dim,\n",
+    "                                                 x_dim=x_dim)\n",
+    "\n",
+    "    windows, slices = make_windows(img,\n",
+    "                                   y_size=y_size, y_step=y_step,\n",
+    "                                   x_size=x_size, x_step=x_step)\n",
+    "\n",
+    "    # Calculate scores for each batch of patches\n",
+    "    scores = []\n",
+    "    for batch_start in tqdm(range(0, len(windows), batch_sz)):\n",
+    "        inp = processor(\n",
+    "            images=windows[batch_start:batch_start+batch_sz],\n",
+    "            text=text,\n",
+    "            return_tensors=\"np\",\n",
+    "            padding=\"max_length\",\n",
+    "            truncation=False,\n",
+    "            max_length=77\n",
+    "        )\n",
+    "        out = jax.jit(model)(**inp, params=restored_state.params)\n",
+    "        logits = out.logits_per_image\n",
+    "        scores.append(logits.flatten())\n",
+    "    \n",
+    "    # Remove batch dimensions, concat scores into 1D array\n",
+    "    scores = jnp.concatenate(scores)\n",
+    "\n",
+    "    # Rejiggle and softmax\n",
+    "    scores = jax.nn.softmax((scores-scores.mean()) / temperature, axis=-1)\n",
+    "    scores = torch.from_numpy(np.array(scores))\n",
+    "\n",
+    "    # Initialise heatmap and frequencies in same shape as img, with 0s everywhere\n",
+    "    heatmap = torch.zeros(img.shape[1:])\n",
+    "    frequency = torch.zeros(img.shape[1:])\n",
+    "\n",
+    "    # Update heatmap and frequency\n",
+    "    for score, loc in zip(scores, slices):\n",
+    "        heatmap[loc] += score\n",
+    "        frequency[loc] += 1\n",
+    "\n",
+    "    # Average heatmap across CLIP-scores on the same patch,\n",
+    "    # then replace nan (0 frequency) values with 0.0\n",
+    "    heatmap = torch.nan_to_num(heatmap/frequency, nan=0.0)\n",
+    "\n",
+    "    # Normalise heatmap to between 0 and 1\n",
+    "    heatmap = heatmap / heatmap.max()\n",
+    "\n",
+    "    # Return segmentation mask, heatmap-overlapped visualisation, and heatmap\n",
+    "    return (torch.where(heatmap > threshold, 1, 0),\n",
+    "            (heatmap * img).to(dtype=torch.uint8),\n",
+    "            heatmap)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "aZaS8_D2Gmnl",
+    "outputId": "84670b96-10d7-4e4c-f5f8-6188ae3f5555"
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "  0%|          | 0/1 [00:00<?, ?it/s]2024-03-12 17:34:13.061507: W external/xla/xla/service/gpu/triton_autotuner.cc:650] Compiling 117 configs for 4 fusions on a single thread.\n",
+      "100%|██████████| 1/1 [00:45<00:00, 45.01s/it]\n"
+     ]
+    }
+   ],
+   "source": [
+    "mask, vis, heatmap = CLIP_segment(img, \"strong lensing\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "imshow(vis)\n",
+    "imshow(mask.cpu()*img)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "YBK78sDOGmnm"
+   },
+   "source": [
+    "## Fun"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 849
+    },
+    "id": "B8K5jFl_K8ji",
+    "outputId": "4d73eab4-239b-4273-9f00-a51e3fe4e132"
+   },
+   "outputs": [],
+   "source": [
+    "url = input(\"Enter image URL: \")\n",
+    "text = input(\"Enter text: \").strip()\n",
+    "\n",
+    "test_img = load_img(url)\n",
+    "mask, vis, heatmap = CLIP_segment(test_img, text, threshold=0.4)\n",
+    "imshow(vis)\n",
+    "imshow(mask.cpu()*test_img)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 791
+    },
+    "id": "G1QKdolyLMDj",
+    "outputId": "9c4eef8b-8614-4965-9d34-56c25597ebab"
+   },
+   "outputs": [],
+   "source": [
+    "url = input(\"Enter image URL: \")\n",
+    "text = input(\"Enter text: \").strip()\n",
+    "\n",
+    "test_img = load_img(url)\n",
+    "mask, vis, heatmap = CLIP_segment(test_img, text)\n",
+    "imshow(vis)\n",
+    "imshow(mask.cpu()*test_img)"
+   ]
+  }
+ ],
+ "metadata": {
+  "accelerator": "GPU",
+  "colab": {
+   "gpuType": "T4",
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.13"
+  },
+  "widgets": {
+   "application/vnd.jupyter.widget-state+json": {
+    "08ac6b85db4d4ec2822f7fb6ddacd1b8": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
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