{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":71549,"databundleVersionId":8561470,"sourceType":"competition"}],"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"please come back later  ... to be updated\n\nNow one target level point may results in multiple multiple detection points, because of:\n1. labelling issue\n2. ensemble heatmaps of several point detector \n\nwe need some non-max suppression method to convert heatmap to point (very much like the one used in box-based object detection.\n\nthe code is based on \"0-th dimensional persistent homology for 2D images\"\nhttps://stackoverflow.com/questions/3684484/peak-detection-in-a-2d-array\nhttps://www.sthu.org/code/codesnippets/imagepers.html\n\ni modify it for speed and add 3d version (for detecting point in volume)\n![Selection_454.png](attachment:7dfe78b4-4fbf-4420-bbc9-6688c689e683.png)\n","metadata":{},"attachments":{"7dfe78b4-4fbf-4420-bbc9-6688c689e683.png":{"image/png":"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"}}},{"cell_type":"code","source":"# not slow but not fast.\n# easy to implement in C for speedup\n\n\n\nimport numpy as np\n\n\"\"\"UnionFind.py\n__author__ = \"Stefan Huber <shuber@sthu.org>\"\n\nUnion-find data structure. Based on Josiah Carlson's code,\nhttp://aspn.activestate.com/ASPN/Cookbook/Python/Recipe/215912\nwith significant additional changes by D. Eppstein.\n\"\"\"\n\nclass UnionFind:\n\n    \"\"\"Union-find data structure.\n\n    Each unionFind instance X maintains a family of disjoint sets of\n    hashable objects, supporting the following two methods:\n\n    - X[item] returns a name for the set containing the given item.\n      Each set is named by an arbitrarily-chosen one of its members; as\n      long as the set remains unchanged it will keep the same name. If\n      the item is not yet part of a set in X, a new singleton set is\n      created for it.\n\n    - X.union(item1, item2, ...) merges the sets containing each item\n      into a single larger set.  If any item is not yet part of a set\n      in X, it is added to X as one of the members of the merged set.\n    \"\"\"\n\n    def __init__(self):\n        \"\"\"Create a new empty union-find structure.\"\"\"\n        self.weights = {}\n        self.parents = {}\n\n    def add(self, object, weight):\n        if object not in self.parents:\n            self.parents[object] = object\n            self.weights[object] = weight\n\n    def __contains__(self, object):\n        return object in self.parents\n\n    def __getitem__(self, object):\n        \"\"\"Find and return the name of the set containing the object.\"\"\"\n\n        # check for previously unknown object\n        if object not in self.parents:\n            assert(False)\n            self.parents[object] = object\n            self.weights[object] = 1\n            return object\n\n        # find path of objects leading to the root\n        path = [object]\n        root = self.parents[object]\n        while root != path[-1]:\n            path.append(root)\n            root = self.parents[root]\n\n        # compress the path and return\n        for ancestor in path:\n            self.parents[ancestor] = root\n        return root\n\n    def __iter__(self):\n        \"\"\"Iterate through all items ever found or unioned by this structure.\n\n        \"\"\"\n        return iter(self.parents)\n\n    def union(self, *objects):\n        \"\"\"Find the sets containing the objects and merge them all.\"\"\"\n        roots = [self[x] for x in objects]\n        heaviest = max([(self.weights[r], r) for r in roots])[1]\n        for r in roots:\n            if r != heaviest:\n                self.parents[r] = heaviest\n\n                \ndef persistence2d_fast(image, threshold=0.001, min_count=100):\n    h, w = image.shape\n\n    def iter_neighbor2d(p):\n        y, x = p\n        neigh = [(y + j, x + i)\n                    for i in [-1, 0, 1]\n                        for j in [-1, 0, 1]]\n\n        for j, i in neigh:\n            if j < 0 or j >= h:\n                continue\n            if i < 0 or i >= w:\n                continue\n            if  j == y and i == x:\n                continue\n            yield j, i\n\n    #--------------------------------------------\n    N = min_count\n    y,x = np.where(image>threshold)\n    if len(x)==0: return None\n\n    index = np.stack((y, x), axis=1)\n    index = list(map(tuple, index))  # indices.tolist()\n    v = image[y,x].reshape(-1)\n    argsort = np.argsort(-v)\n    index = [index[i] for i in argsort[:N]]#\n\n\n    # maintains the growing sets\n    uf = UnionFind()\n    cluster = {}\n    def get_comp_birth(p):\n        return image[uf[p]]\n\n    # non-max supression: process pixels from high to low\n    for i, p in enumerate(index):\n        v = image[p]\n        ni = [uf[q] for q in iter_neighbor2d(p) if q in uf]\n        #ni = [uf[q] for q in iter_neighbors(p, w, h) if q in uf]\n        nc = sorted([(get_comp_birth(q), q) for q in set(ni)], reverse=True)\n\n\n        if i == 0:\n            cluster[p] = (v, v, None)\n\n        uf.add(p, -i)\n        if len(nc) > 0:\n            old_p = nc[0][1]\n            uf.union(old_p, p)\n\n            # Merge all others with oldp\n            for bl, q in nc[1:]:\n                if uf[q] not in cluster:\n                    #print(i, \": Merge\", uf[q], \"with\", oldp, \"via\", p)\n                    cluster[uf[q]] = (bl, bl-v, p)\n                uf.union(old_p, q)\n\n    cluster = [(k, cluster[k][0], cluster[k][1], cluster[k][2]) for k in cluster]\n    cluster.sort(key=lambda g: g[2], reverse=True)\n    return cluster\n\n#-------------------------------------\ndef persistence3d_fast(image, threshold=0.0001, min_count=400):\n    d, h, w = image.shape\n\n    def iter_neighbor3d(p,):\n        z, y, x = p\n\n        # 26-neighborship\n        neigh = [(z + k, y + j, x + i)\n                    for i in [-1, 0, 1]\n                        for j in [-1, 0, 1]\n                            for k in [-1, 0, 1]]\n        #print(neigh)\n        for k, j, i in neigh:\n            if k < 0 or k >= d:\n                continue\n            if j < 0 or j >= h:\n                continue\n            if i < 0 or i >= w:\n                continue\n            if k==z and j == y and i == x:\n                continue\n            yield k, j, i\n\n    #--------------------------------------------\n    N = min_count\n    z,y,x = np.where(image>threshold)\n    if len(x)==0: return None\n\n    index = np.stack((z, y, x), axis=1)\n    index = list(map(tuple, index))  # indices.tolist()\n    v = image[z,y,x].reshape(-1)\n    argsort = np.argsort(-v) [:N]\n    index = [index[i] for i in argsort]\n\n    #maintain growing set\n    uf = UnionFind()\n    cluster = {}\n    def get_comp_birth(p):\n        return image[uf[p]]\n\n    # non-max supression: process pixels from high to low\n    for i, p in enumerate(index):\n        v = image[p]\n        ni = [uf[q] for q in iter_neighbor3d(p) if q in uf] #neigbour index\n        nc = sorted([(get_comp_birth(q), q) for q in set(ni)], reverse=True)\n\n        if i == 0:\n            cluster[p] = (v, v, None)\n\n        uf.add(p, -i)\n        if len(nc) > 0:\n            old_p = nc[0][1]\n            uf.union(old_p, p)\n\n            # Merge all others with oldp\n            for bl, q in nc[1:]:\n                if uf[q] not in cluster:\n                    # print(i, \": Merge\", uf[q], \"with\", oldp, \"via\", p)\n                    cluster[uf[q]] = (bl, bl - v, p)\n                uf.union(old_p, q)\n\n    cluster = [(k, cluster[k][0], cluster[k][1], cluster[k][2]) for k in cluster]\n    cluster.sort(key=lambda g: g[2], reverse=True)\n    return cluster","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# example results\n\ninput image and predicted heatmap(3d volume)\n\n![Selection_455.png](attachment:e6e755f4-3067-44cf-afef-361826cc5517.png)\n\n\napply non-max supression peak detection and get [z,x,y,score]  \nfilled circle : prediction  \nwhite circle : ground truth point  \nccolor line : ground truth level  \n![Selection_456.png](attachment:71cd3d1f-e4c3-403b-92b5-7d0ae0eb27f7.png)","metadata":{},"attachments":{"e6e755f4-3067-44cf-afef-361826cc5517.png":{"image/png":"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"},"71cd3d1f-e4c3-403b-92b5-7d0ae0eb27f7.png":{"image/png":"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"}}},{"cell_type":"code","source":"#demo code ... to be updated\n\n\n# mask is one heatmap from model (D,H,W)\ndef mask_to_coord(mask, threshold=0.05, topk=2):\n\n    m = mask\n    num_point = m.shape[1]\n    result = np.full((num_point,topk,4), fill_value=-1, dtype=np.float32)\n\n    point=[]\n    for i in range(num_point):\n        nm = m[:, i]\n        nm = nm / (nm.max() + 0.000001)\n        found = imagepers.persistence3d_fast(nm)\n        \n        # how to use 2d or 3d\n        # print( imagepers.persistence3d_fast(nm)\n        # print( imagepers.persistence2d_fast(nm.sum(0))) # ignore z\n       \n        if found is None:\n            continue\n\n        p=[]\n        max_score= found[0][1]\n        for rank,f in enumerate(found):\n            if rank==topk:\n                break\n\n            (z,y,x), score,_,_ = f\n            score = score/max_score\n            if score>threshold:\n                p.append([z,x,y,i,rank,score])\n                result[i,rank]=[z,x,y,score]\n            else:\n                break\n        point.append(p)\n        \n    return result\n\n\n'''\n\n    def forward(self, batch):\n        device = self.D.device\n        image = batch['image'].to(device)\n        D = batch['D']\n        num_image = len(D)\n\n        B, H, W = image.shape\n        image = image.reshape(B, 1, H, W)\n        x = image.float() / 255\n        x = (x - self.mean) / self.std\n        x = x.expand(-1, 3, -1, -1)\n\n        encode =  self.encoder(x)[-4:]\n       # [print(f'encode_{i}', e.shape) for i,e in enumerate(encode)]\n        encode = [ torch.split_with_sizes(e, D, 0) for e in encode ]\n\n        zxy_mask = []\n        for i in range(num_image):\n            e = [encode[s][i].transpose(1, 0).unsqueeze(0) for s in range(4)]\n            l, _ = self.decoder(\n                feature=e[-1], skip=e[:-1][::-1] #+[None]\n            )\n            zxy = self.zxy_mask(l) #torch.Size([1, 5, 7, 80, 80])\n            zxy = zxy.squeeze(0)\n            # _, d, h, w = zxy.shape\n            zxy = zxy.flatten(1).softmax(-1).reshape(zxy.shape)\n            zxy_mask.append(zxy)\n\n        zxy_mask = torch.cat(zxy_mask, 1).transpose(1, 0)\n\n\n        output = {}\n        if 'loss' in self.output_type:\n            output['zxy_mask_loss'] =\\\n                F_zxy_mask_loss(\n                    zxy_mask,\n                    batch['zxy_mask'].to(device).float(), D\n                )\n\n\n        if 'infer' in self.output_type:\n            output['zxy_mask'] = zxy_mask\n\n            zxy_mask = output['zxy_mask'].float().data.cpu().numpy()\n            zxy_mask = np.array_split(zxy_mask, np.cumsum(batch['D']))[:-1]\n            output['point'] = np.stack([mask_to_coord(zxy_mask[i]) for i in range(num_image)])\n   \n        return output\n\n'''","metadata":{},"execution_count":null,"outputs":[]}]}