From 61f6ea918e798ac76cf5d6dca2fe0d298f2bebcb Mon Sep 17 00:00:00 2001 From: flk <2640748194@qq.com> Date: Mon, 10 Aug 2026 01:20:28 +0800 Subject: [PATCH] Mask R-CNN instance segmentation training code --- .gitignore | 38 ++++ README.md | 161 ++++++++++++++++ dataset.py | 227 ++++++++++++++++++++++ dataset/1.jpg | Bin 0 -> 144829 bytes dataset/1.json | 66 +++++++ dataset/2.jpg | Bin 0 -> 104650 bytes dataset/2.json | 46 +++++ dataset/3.jpg | Bin 0 -> 65166 bytes dataset/3.json | 46 +++++ dataset/4.jpg | Bin 0 -> 130841 bytes dataset/4.json | 46 +++++ model.py | 170 +++++++++++++++++ predict.py | 262 ++++++++++++++++++++++++++ requirements.txt | 19 ++ train.py | 481 +++++++++++++++++++++++++++++++++++++++++++++++ utils.py | 464 +++++++++++++++++++++++++++++++++++++++++++++ 16 files changed, 2026 insertions(+) create mode 100644 .gitignore create mode 100644 README.md create mode 100644 dataset.py create mode 100644 dataset/1.jpg create mode 100644 dataset/1.json create mode 100644 dataset/2.jpg create mode 100644 dataset/2.json create mode 100644 dataset/3.jpg create mode 100644 dataset/3.json create mode 100644 dataset/4.jpg create mode 100644 dataset/4.json create mode 100644 model.py create mode 100644 predict.py create mode 100644 requirements.txt create mode 100644 train.py create mode 100644 utils.py diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..9e259e4 --- /dev/null +++ b/.gitignore @@ -0,0 +1,38 @@ +# Python +__pycache__/ +*.py[cod] +*$py.class +*.so +*.egg-info/ +dist/ +build/ +*.egg + +# 虚拟环境 +env/ +venv/ +.venv/ + +# PyTorch 模型权重(体积大,不纳入版本控制) +model/*.pth +checkpoints/*.pth + +# 训练输出 +checkpoints/loss_curve.png +checkpoints/loss_history.json +checkpoints/label_map.json +predictions/ + +# IDE +.idea/ +.vscode/ +*.swp +*.swo + +# OS +Thumbs.db +Desktop.ini +.DS_Store + +# 日志 +*.log diff --git a/README.md b/README.md new file mode 100644 index 0000000..f1b2726 --- /dev/null +++ b/README.md @@ -0,0 +1,161 @@ +# Mask R-CNN 实例分割训练框架 + +基于 PyTorch + torchvision 的 Mask R-CNN 目标分割训练代码,支持 LabelMe 标注格式。 + +## 功能特点 + +- **LabelMe 标注支持**:自动解析 `polygon`、`linestrip`、`rectangle`、`circle` 四种标注类型 +- **Linestrip 自动合并**:将相同标签的多条线段智能合并为闭合多边形(适用于标注边界线而非直接画多边形的场景) +- **COCO 预训练微调**:加载 COCO 预训练权重,仅替换分类头和 mask 预测头,加速收敛 +- **数据增强**:随机水平翻转、亮度调整、对比度调整(同时变换 mask 和 boxes) +- **训练管理**:检查点保存/恢复、最佳模型追踪、损失曲线可视化 +- **推理可视化**:支持单图/批量推理,叠加显示 mask 和包围框 + +## 环境要求 + +- Python 3.11 +- Windows / Linux / macOS + +## 安装依赖 + +```bash +# 激活虚拟环境(如已有) +# .\env\Scripts\activate + +# 安装 PyTorch (CPU 版本) +pip install torch torchvision --index-url https://download.pytorch.org/whl/cpu + +# 安装其他依赖 +pip install opencv-python tqdm + +# 或一次性安装 +pip install -r requirements.txt +``` + +## 项目结构 + +``` +segmentation/ +├── dataset/ # 数据集目录 +│ ├── 1.jpg # 图像 +│ ├── 1.json # LabelMe 标注 +│ ├── 2.jpg +│ ├── 2.json +│ └── ... +├── utils.py # 工具函数(标注解析、mask 转换、可视化) +├── dataset.py # Dataset 类和数据增强 +├── model.py # Mask R-CNN 模型构建 +├── train.py # 训练脚本 +├── predict.py # 推理脚本 +├── requirements.txt # 依赖列表 +└── README.md # 本文件 +``` + +## 使用方法 + +### 1. 训练模型 + +```bash +# 默认参数训练(使用 COCO 预训练权重) +python train.py + +# 自定义参数 +python train.py --epochs 100 --batch-size 2 --lr 0.005 + +# 冻结骨干网络(小数据集推荐,减少过拟合) +python train.py --freeze-backbone --epochs 100 + +# 调整图像输入尺寸 +python train.py --min-size 512 --max-size 800 + +# 从检查点恢复训练 +python train.py --resume checkpoints/mask_rcnn_epoch_20.pth +``` + +**主要参数说明:** + +| 参数 | 默认值 | 说明 | +|------|--------|------| +| `--dataset` | `dataset` | 数据集目录路径 | +| `--epochs` | `50` | 训练轮数 | +| `--batch-size` | `2` | 批大小 | +| `--lr` | `0.005` | 学习率 | +| `--val-ratio` | `0.2` | 验证集比例 | +| `--freeze-backbone` | `False` | 冻结骨干网络 | +| `--no-pretrained` | `False` | 不使用预训练权重 | +| `--resume` | `None` | 恢复训练的检查点路径 | + +### 2. 推理与可视化 + +```bash +# 对单张图片推理 +python predict.py --image dataset/1.jpg --checkpoint checkpoints/mask_rcnn_best.pth + +# 对整个数据集目录批量推理 +python predict.py --dataset dataset --checkpoint checkpoints/mask_rcnn_best.pth + +# 调整置信度阈值 +python predict.py --image dataset/1.jpg --threshold 0.7 + +# 同时显示 ground truth 对比 +python predict.py --dataset dataset --show-gt +``` + +## 数据集格式 + +使用 [LabelMe](https://github.com/wkentaro/labelme) 工具进行标注,数据目录结构: + +``` +dataset/ +├── image1.jpg +├── image1.json +├── image2.jpg +├── image2.json +└── ... +``` + +每个 JSON 文件的 `shapes` 列表中每个 shape 包含: +- `label`: 类别名称(如 `"crosswalk"`) +- `points`: `[[x, y], ...]` 坐标点列表 +- `shape_type`: 标注类型 + +### 标注类型说明 + +| 类型 | 说明 | 处理方式 | +|------|------|----------| +| `polygon` | 多边形 | 直接转换为 mask | +| `linestrip` | 线段 | 相同标签的线段自动合并为多边形 | +| `rectangle` | 矩形 | 转换为四点多边形 | +| `circle` | 圆形 | 近似为多边形 | + +> **Linestrip 合并**:当标注对象边界使用多条线段(而非直接画多边形)时, +> 代码会自动将相同标签的线段按最近端点连接,合并为闭合多边形。 + +## 训练输出 + +训练完成后,`checkpoints/` 目录包含: + +| 文件 | 说明 | +|------|------| +| `mask_rcnn_best.pth` | 验证分数最高的模型 | +| `mask_rcnn_final.pth` | 最后一轮的模型 | +| `mask_rcnn_epoch_N.pth` | 每 N 轮的检查点 | +| `label_map.json` | 标签映射表 | +| `loss_history.json` | 损失历史记录 | +| `loss_curve.png` | 损失曲线图 | + +## 小数据集建议 + +当前数据集仅有 4 张图片,建议: + +1. **使用 `--freeze-backbone`** 冻结骨干网络,大幅减少可训练参数 +2. **增加 epoch 数**(如 `--epochs 200`),因为样本少需要更多迭代 +3. **增加数据**:4 张图片不足以训练出泛化能力强的模型,建议扩充到至少 100+ 张 +4. **使用 polygon 标注**:直接画多边形比 linestrip 更精确 + +## 技术细节 + +- **模型**:Mask R-CNN + ResNet50-FPN 骨干网络(torchvision 实现) +- **优化器**:SGD + momentum(0.9) + weight_decay(0.0005) +- **学习率调度**:StepLR,每 10 个 epoch 衰减为 0.1 倍 +- **数据增强**:水平翻转 + 亮度/对比度抖动(同时变换 mask 和 boxes) diff --git a/dataset.py b/dataset.py new file mode 100644 index 0000000..2f39929 --- /dev/null +++ b/dataset.py @@ -0,0 +1,227 @@ +""" +自定义 Dataset 类 +支持 LabelMe 标注格式(polygon / linestrip / rectangle / circle) +内置数据增强(水平翻转、亮度调整) +""" + +import os +import json +from typing import List, Dict, Tuple, Optional + +import numpy as np +from PIL import Image +import torch +from torch.utils.data import Dataset + +from utils import ( + get_label_map, + shapes_to_masks, + get_image_json_pairs, + split_dataset, +) + + +class LabelMeDataset(Dataset): + """ + LabelMe 格式的实例分割数据集。 + + 数据目录结构: + dataset/ + ├── 1.jpg + ├── 1.json + ├── 2.jpg + ├── 2.json + └── ... + + 每个 JSON 文件包含 LabelMe 标注,shapes 列表中每个 shape 有: + - label: 类别名 + - points: [[x, y], ...] 点坐标 + - shape_type: "polygon" / "linestrip" / "rectangle" / "circle" + + linestrip 类型会自动将相同 label 的多条线段合并为一个多边形实例。 + """ + + def __init__( + self, + dataset_dir: str, + label_map: Optional[Dict[str, int]] = None, + pairs: Optional[List[Tuple[str, str]]] = None, + transforms: Optional[object] = None, + ): + """ + Args: + dataset_dir: 数据集目录路径 + label_map: 标签名→类别ID 映射(若为 None 则自动构建) + pairs: 指定使用的 (image_path, json_path) 配对(若为 None 则扫描全部) + transforms: 数据增强变换 + """ + self.dataset_dir = dataset_dir + self.transforms = transforms + + # 自动构建或使用传入的标签映射 + if label_map is None: + label_map = get_label_map(dataset_dir) + self.label_map = label_map + + # 获取图像-标注配对 + if pairs is None: + pairs = get_image_json_pairs(dataset_dir) + self.pairs = pairs + + def __len__(self) -> int: + return len(self.pairs) + + def __getitem__(self, idx: int) -> Tuple[torch.Tensor, Dict]: + image_path, json_path = self.pairs[idx] + + # 读取图像 + image = Image.open(image_path).convert("RGB") + width, height = image.size + + # 读取标注 + with open(json_path, "r", encoding="utf-8") as f: + anno = json.load(f) + + # 确保 imageHeight / imageWidth 与实际一致 + anno_h = anno.get("imageHeight", height) + anno_w = anno.get("imageWidth", width) + + # 转换 shapes → masks, labels, boxes + masks, labels, boxes = shapes_to_masks( + anno.get("shapes", []), + anno_h, + anno_w, + self.label_map, + ) + + # 转为 numpy 数组 + image_np = np.array(image, dtype=np.float32) / 255.0 # [H, W, 3] 0~1 + + # 构建 target 字典 + num_instances = len(labels) + target = { + "boxes": torch.as_tensor(boxes, dtype=torch.float32), + "labels": torch.as_tensor(labels, dtype=torch.int64), + "masks": torch.as_tensor(masks, dtype=torch.uint8), + "image_id": torch.tensor([idx]), + "area": torch.zeros((num_instances,), dtype=torch.float32), + "iscrowd": torch.zeros((num_instances,), dtype=torch.int64), + } + + # 计算 area + if num_instances > 0: + target["area"] = (target["masks"] > 0).sum(dim=(1, 2)).float() + + # 应用数据增强 + if self.transforms is not None: + image_np, target = self.transforms(image_np, target) + + # 转换为 tensor [C, H, W] + image_tensor = torch.as_tensor(image_np, dtype=torch.float32) + if image_tensor.dim() == 3: + image_tensor = image_tensor.permute(2, 0, 1) + + return image_tensor, target + + def get_label_map(self) -> Dict[str, int]: + return self.label_map + + def get_num_classes(self) -> int: + """返回类别数(不含背景)""" + return max(self.label_map.values()) if self.label_map else 0 + + +# ============================================================ +# 数据增强 +# ============================================================ + +class Compose: + """组合多个变换""" + + def __init__(self, transforms: List): + self.transforms = transforms + + def __call__(self, image: np.ndarray, target: dict) -> Tuple[np.ndarray, dict]: + for t in self.transforms: + image, target = t(image, target) + return image, target + + +class RandomHorizontalFlip: + """随机水平翻转(同时翻转图像、mask、boxes)""" + + def __init__(self, prob: float = 0.5): + self.prob = prob + + def __call__(self, image: np.ndarray, target: dict) -> Tuple[np.ndarray, dict]: + if np.random.random() < self.prob: + image = np.ascontiguousarray(image[:, ::-1, :]) + _, width = image.shape[:2] + + # 翻转 mask + if "masks" in target and len(target["masks"]) > 0: + target["masks"] = torch.flip(target["masks"], dims=[2]) + target["masks"] = target["masks"].contiguous() + + # 翻转 boxes + if "boxes" in target and len(target["boxes"]) > 0: + boxes = target["boxes"].clone() + boxes[:, 0] = width - target["boxes"][:, 2] + boxes[:, 2] = width - target["boxes"][:, 0] + target["boxes"] = boxes + + return image, target + + +class RandomBrightness: + """随机亮度调整""" + + def __init__(self, brightness_range: float = 0.2): + self.brightness_range = brightness_range + + def __call__(self, image: np.ndarray, target: dict) -> Tuple[np.ndarray, dict]: + factor = 1.0 + np.random.uniform( + -self.brightness_range, self.brightness_range + ) + image = np.clip(image * factor, 0.0, 1.0) + return image, target + + +class RandomContrast: + """随机对比度调整""" + + def __init__(self, contrast_range: float = 0.2): + self.contrast_range = contrast_range + + def __call__(self, image: np.ndarray, target: dict) -> Tuple[np.ndarray, dict]: + factor = 1.0 + np.random.uniform( + -self.contrast_range, self.contrast_range + ) + mean = image.mean() + image = np.clip((image - mean) * factor + mean, 0.0, 1.0) + return image, target + + +class Normalize: + """标准化(使用 ImageNet 均值和标准差)""" + + MEAN = np.array([0.485, 0.456, 0.406], dtype=np.float32) + STD = np.array([0.229, 0.224, 0.225], dtype=np.float32) + + def __call__(self, image: np.ndarray, target: dict) -> Tuple[np.ndarray, dict]: + image = (image - self.MEAN) / self.STD + return image, target + + +def get_train_transforms() -> Compose: + """获取训练集数据增强""" 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"shape_type": "linestrip", + "flags": {}, + "mask": null + }, + { + "label": "crosswalk", + "points": [ + [ + 947.8812949640287, + 539.3021582733813 + ], + [ + 588.1690647482014, + 228.5107913669065 + ] + ], + "group_id": null, + "description": "", + "shape_type": "linestrip", + "flags": {}, + "mask": null + } + ], + "imagePath": "4.jpg", + "imageData": null, + "imageHeight": 634, + "imageWidth": 949 +} \ No newline at end of file diff --git a/model.py b/model.py new file mode 100644 index 0000000..3e020d5 --- /dev/null +++ b/model.py @@ -0,0 +1,170 @@ +""" +Mask R-CNN 模型构建模块 +基于 torchvision 的 maskrcnn_resnet50_fpn,支持预训练权重微调 +优先从本地路径加载 COCO 预训练权重,避免联网下载 +""" + +import os +import torch +import torch.nn as nn +import torchvision +from torchvision.models.detection import ( + maskrcnn_resnet50_fpn, + MaskRCNN_ResNet50_FPN_Weights, +) +from torchvision.models.detection.faster_rcnn import FastRCNNPredictor +from torchvision.models.detection.mask_rcnn import MaskRCNNPredictor + + +# 本地 COCO 预训练权重路径 +_LOCAL_COCO_WEIGHTS = os.path.join( + os.path.dirname(os.path.abspath(__file__)), + "model", + "maskrcnn_resnet50_fpn_coco-bf2d0c1e.pth", +) + + +def get_model( + num_classes: int, + pretrained: bool = True, + pretrained_backbone: bool = True, + min_size: int = 800, + max_size: int = 1333, + pretrained_path: str = None, +) -> nn.Module: + """ + 构建 Mask R-CNN 模型(ResNet50-FPN 骨干网络)。 + + 如果 pretrained=True,加载 COCO 预训练权重,仅替换最后的分类头和 mask 预测头 + 以适配自定义类别数。这大幅加快收敛速度,特别适合小数据集。 + + 权重加载优先级: + 1. pretrained_path 指定的路径 + 2. 本地 model/maskrcnn_resnet50_fpn_coco-bf2d0c1e.pth + 3. 在线下载( torchvision 默认行为) + + Args: + num_classes: 类别数(包含背景,如 2 类 = 背景 + 1 个前景类) + pretrained: 是否加载 COCO 预训练权重 + pretrained_backbone: 是否加载 ImageNet 预训练骨干网络权重 + min_size: 输入图像最小边 resize 后的尺寸 + max_size: 输入图像最大边 resize 后的尺寸 + pretrained_path: 自定义预训练权重路径(优先于本地默认路径) + + Returns: + Mask R-CNN 模型 + """ + # 确定本地权重路径 + local_path = pretrained_path or _LOCAL_COCO_WEIGHTS + has_local = os.path.isfile(local_path) + + if pretrained: + if has_local: + # 优先从本地加载权重,不触发在线下载 + print(f"从本地加载 COCO 预训练权重: {local_path}") + model = maskrcnn_resnet50_fpn( + weights=None, + weights_backbone=None, + min_size=min_size, + max_size=max_size, + ) + state_dict = torch.load(local_path, map_location="cpu", weights_only=True) + model.load_state_dict(state_dict) + print(" -> 本地权重加载成功") + else: + # 本地文件不存在,回退到在线下载 + print(f"本地权重不存在 ({local_path}),从在线下载 COCO 预训练权重...") + model = maskrcnn_resnet50_fpn( + weights=MaskRCNN_ResNet50_FPN_Weights.COCO_V1, + weights_backbone=None, + min_size=min_size, + max_size=max_size, + ) + else: + model = maskrcnn_resnet50_fpn( + weights=None, + weights_backbone=( + torchvision.models.ResNet50_Weights.IMAGENET1K_V1 + if pretrained_backbone else None + ), + min_size=min_size, + max_size=max_size, + ) + + # 替换分类头(box predictor) + in_features = model.roi_heads.box_predictor.cls_score.in_features + model.roi_heads.box_predictor = FastRCNNPredictor(in_features, num_classes) + + # 替换 mask 预测头 + in_features_mask = model.roi_heads.mask_predictor.conv5_mask.in_channels + hidden_layer = 256 + model.roi_heads.mask_predictor = MaskRCNNPredictor( + in_features_mask, hidden_layer, num_classes + ) + + return model + + +def freeze_backbone(model: nn.Module, freeze: bool = True) -> nn.Module: + """ + 冻结/解冻骨干网络参数。 + 冻结骨干网络可以减少训练参数量,适合小数据集场景。 + + Args: + model: Mask R-CNN 模型 + freeze: 是否冻结 + + Returns: + 修改后的模型 + """ + for param in model.backbone.parameters(): + param.requires_grad = not freeze + return model + + +def get_optimizer( + model: nn.Module, + lr: float = 0.005, + momentum: float = 0.9, + weight_decay: float = 0.0005, +) -> torch.optim.Optimizer: + """ + 创建 SGD 优化器(Mask R-CNN 的标准配置)。 + 可学习参数会被分组,冻结的参数不包含在优化器中。 + + Args: + model: 模型 + lr: 学习率 + momentum: SGD 动量 + weight_decay: 权重衰减(L2 正则化) + + Returns: + SGD 优化器 + """ + params = [p for p in model.parameters() if p.requires_grad] + optimizer = torch.optim.SGD( + params, + lr=lr, + momentum=momentum, + weight_decay=weight_decay, + ) + return optimizer + + +def get_lr_scheduler( + optimizer: torch.optim.Optimizer, + step_size: int = 5, + gamma: float = 0.1, +) -> torch.optim.lr_scheduler.StepLR: + """ + 创建学习率调度器(StepLR,每 step_size 个 epoch 衰减为 gamma 倍)。 + + Args: + optimizer: 优化器 + step_size: 衰减间隔(epoch 数) + gamma: 衰减系数 + + Returns: + StepLR 调度器 + """ + return torch.optim.lr_scheduler.StepLR(optimizer, step_size=step_size, gamma=gamma) diff --git a/predict.py b/predict.py new file mode 100644 index 0000000..29d7123 --- /dev/null +++ b/predict.py @@ -0,0 +1,262 @@ +""" +Mask R-CNN 实例分割推理与可视化脚本 + +用法: + # 对单张图片进行推理 + python predict.py --image dataset/1.jpg --checkpoint checkpoints/mask_rcnn_best.pth + + # 对整个数据集目录进行推理 + python predict.py --dataset dataset --checkpoint checkpoints/mask_rcnn_best.pth + + # 调整置信度阈值 + python predict.py --image dataset/1.jpg --checkpoint checkpoints/mask_rcnn_best.pth --threshold 0.7 + + # 同时显示 ground truth 对比 + python predict.py --image dataset/1.jpg --checkpoint checkpoints/mask_rcnn_best.pth --show-gt +""" + +import argparse +import os +import sys +import json +from typing import Dict, Optional + +import numpy as np +from PIL import Image +import torch + +from utils import ( + get_label_map, + get_image_json_pairs, + shapes_to_masks, + visualize_instances, +) +from dataset import get_val_transforms +from model import get_model + + +def load_checkpoint(checkpoint_path: str, device: torch.device): + """ + 加载训练好的模型检查点。 + + Args: + checkpoint_path: 检查点文件路径 + device: 计算设备 + + Returns: + model: 加载好权重的模型 + label_map: 标签名→类别ID 映射 + """ + checkpoint = torch.load(checkpoint_path, map_location=device, weights_only=False) + label_map = checkpoint.get("label_map", {}) + + num_classes = max(label_map.values()) + 1 # +1 for background + + model = get_model(num_classes=num_classes, pretrained=False) + model.load_state_dict(checkpoint["model_state_dict"]) + model = model.to(device) + model.eval() + + # 构建 id→name 映射 + id_to_name = {v: k for k, v in label_map.items()} + + return model, label_map, id_to_name + + +@torch.no_grad() +def predict_single( + model: torch.nn.Module, + image: np.ndarray, + device: torch.device, + threshold: float = 0.5, +) -> Dict: + """ + 对单张图像进行推理。 + + Args: + model: 模型 + image: [H, W, 3] RGB uint8 图像 + device: 计算设备 + threshold: 置信度阈值 + + Returns: + 包含 boxes, masks, labels, scores 的字典 + """ + # 预处理 + image_float = image.astype(np.float32) / 255.0 + image_tensor = torch.as_tensor(image_float, dtype=torch.float32) + image_tensor = image_tensor.permute(2, 0, 1).unsqueeze(0).to(device) + + # 推理 + outputs = model(image_tensor) + output = outputs[0] + + # 过滤低置信度 + keep = output["scores"] > threshold + boxes = output["boxes"][keep].cpu().numpy() + masks = output["masks"][keep].cpu().numpy() + labels = output["labels"][keep].cpu().numpy() + scores = output["scores"][keep].cpu().numpy() + + # mask 阈值化(> 0.5) + masks = (masks[:, 0, :, :] > 0.5).astype(np.uint8) + + return { + "boxes": boxes, + "masks": masks, + "labels": labels, + "scores": scores, + } + + +def visualize_and_save( + image: np.ndarray, + result: Dict, + id_to_name: Dict[int, str], + output_path: str, + threshold: float = 0.5, +): + """ + 可视化预测结果并保存图像。 + + Args: + image: 原始图像 [H, W, 3] RGB + result: 预测结果字典 + id_to_name: 类别ID→名称映射 + output_path: 输出路径 + threshold: 置信度阈值 + """ + vis_img = visualize_instances( + image, + result["boxes"], + result["masks"], + result["labels"], + result["scores"], + label_map=id_to_name, + score_threshold=threshold, + ) + + os.makedirs(os.path.dirname(output_path), exist_ok=True) + Image.fromarray(vis_img).save(output_path) + print(f" -> 结果已保存: {output_path}") + + +def visualize_gt( + image: np.ndarray, + json_path: str, + label_map: Dict[str, int], + id_to_name: Dict[int, str], + output_path: str, +): + """可视化 ground truth 标注""" + with open(json_path, "r", encoding="utf-8") as f: + anno = json.load(f) + + height = anno.get("imageHeight", image.shape[0]) + width = anno.get("imageWidth", image.shape[1]) + + masks, labels, boxes = shapes_to_masks( + anno.get("shapes", []), height, width, label_map + ) + + if len(labels) == 0: + print(" -> 无标注实例") + return + + vis_img = visualize_instances( + image, boxes, masks, labels, None, id_to_name, 0.0 + ) + os.makedirs(os.path.dirname(output_path), exist_ok=True) + Image.fromarray(vis_img).save(output_path) + print(f" -> Ground Truth 已保存: {output_path}") + + +def main(): + parser = argparse.ArgumentParser(description="Mask R-CNN 实例分割推理") + parser.add_argument("--image", type=str, default=None, + help="单张图像路径") + parser.add_argument("--dataset", type=str, default=None, + help="数据集目录路径(批量推理)") + parser.add_argument("--checkpoint", type=str, default="checkpoints/mask_rcnn_best.pth", + help="模型检查点路径 (默认: checkpoints/mask_rcnn_best.pth)") + parser.add_argument("--output-dir", type=str, default="predictions", + help="输出目录 (默认: predictions)") + parser.add_argument("--threshold", type=float, default=0.5, + help="置信度阈值 (默认: 0.5)") + parser.add_argument("--show-gt", action="store_true", + help="同时可视化 ground truth 对比") + parser.add_argument("--min-size", type=int, default=800, + help="输入图像最小边尺寸 (默认: 800)") + parser.add_argument("--max-size", type=int, default=1333, + help="输入图像最大边尺寸 (默认: 1333)") + + args = parser.parse_args() + + # 设置设备 + device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + print(f"使用设备: {device}") + + # 检查检查点 + ckpt_path = os.path.join(os.path.dirname(os.path.abspath(__file__)), args.checkpoint) + if not os.path.exists(ckpt_path): + print(f"错误: 检查点文件不存在: {ckpt_path}") + print("请先运行 train.py 训练模型,或使用 --checkpoint 指定正确的路径。") + sys.exit(1) + + # 加载模型 + model, label_map, id_to_name = load_checkpoint(ckpt_path, device) + print(f"模型已加载 | 标签映射: {label_map}") + print(f"置信度阈值: {args.threshold}") + + output_dir = os.path.join(os.path.dirname(os.path.abspath(__file__)), args.output_dir) + os.makedirs(output_dir, exist_ok=True) + + # 收集要推理的图像 + if args.image: + image_paths = [args.image] + json_paths = [args.image.rsplit(".", 1)[0] + ".json"] + elif args.dataset: + dataset_path = os.path.join(os.path.dirname(os.path.abspath(__file__)), args.dataset) + pairs = get_image_json_pairs(dataset_path) + image_paths = [p[0] for p in pairs] + json_paths = [p[1] for p in pairs] + else: + print("错误: 请指定 --image 或 --dataset") + sys.exit(1) + + print(f"\n共 {len(image_paths)} 张图像待推理\n") + + for idx, (image_path, json_path) in enumerate(zip(image_paths, json_paths)): + if not os.path.exists(image_path): + print(f"[{idx+1}] 跳过(图像不存在): {image_path}") + continue + + print(f"[{idx+1}/{len(image_paths)}] {os.path.basename(image_path)}") + + # 读取图像 + image = np.array(Image.open(image_path).convert("RGB")) + + # 推理 + result = predict_single(model, image, device, args.threshold) + + num_detections = len(result["scores"]) + print(f" -> 检测到 {num_detections} 个实例") + for i in range(num_detections): + name = id_to_name.get(int(result["labels"][i]), str(result["labels"][i])) + print(f" {name}: {result['scores'][i]:.3f}") + + # 可视化并保存 + base_name = os.path.splitext(os.path.basename(image_path))[0] + output_path = os.path.join(output_dir, f"{base_name}_pred.png") + visualize_and_save(image, result, id_to_name, output_path, args.threshold) + + # 可选:可视化 ground truth + if args.show_gt and os.path.exists(json_path): + gt_output_path = os.path.join(output_dir, f"{base_name}_gt.png") + visualize_gt(image, json_path, label_map, id_to_name, gt_output_path) + + print(f"\n推理完成!结果保存在: {output_dir}") + + +if __name__ == "__main__": + main() diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..a5a2582 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,19 @@ +# Mask R-CNN 实例分割训练依赖 +# Python 3.11 + +# PyTorch (CPU 版本, 无 GPU 时使用) +# 安装命令: pip install torch torchvision --index-url https://download.pytorch.org/whl/cpu +torch>=2.0.0 +torchvision>=0.15.0 + +# 图像处理 +opencv-python>=4.8.0 +Pillow>=9.0.0 +numpy>=1.24.0 +scikit-image>=0.21.0 + +# 标注工具 +labelme>=6.0.0 + +# 进度条 +tqdm>=4.65.0 diff --git a/train.py b/train.py new file mode 100644 index 0000000..0fea04a --- /dev/null +++ b/train.py @@ -0,0 +1,481 @@ +""" +Mask R-CNN 实例分割训练脚本 + +用法: + # 使用默认参数训练 + python train.py + + # 自定义参数训练 + python train.py --dataset dataset --epochs 50 --batch-size 2 --lr 0.005 + + # 冻结骨干网络(小数据集推荐) + python train.py --freeze-backbone --epochs 100 + + # 从检查点恢复训练 + python train.py --resume checkpoints/mask_rcnn_epoch_20.pth + +功能: + 1. 自动扫描 dataset 目录中的 LabelMe 标注 + 2. 支持 polygon / linestrip / rectangle / circle 标注类型 + 3. 自动划分训练集/验证集 + 4. 支持 COCO 预训练权重微调 + 5. 支持冻结骨干网络(减少过拟合) + 6. 训练过程中保存检查点和最佳模型 + 7. 记录训练日志(损失曲线) +""" + +import argparse +import os +import sys +import time +import json +from typing import Dict, List + +import numpy as np +import torch +from torch.utils.data import DataLoader + +from utils import get_label_map, get_image_json_pairs, split_dataset, visualize_instances +from dataset import LabelMeDataset, get_train_transforms, get_val_transforms +from model import get_model, freeze_backbone, get_optimizer, get_lr_scheduler + + +def collate_fn(batch): + """ + 自定义 collate 函数:Mask R-CNN 的每个样本可能有不同数量的实例, + 不能使用默认的 stack 方式,需要返回 list。 + """ + return tuple(zip(*batch)) + + +def train_one_epoch( + model: torch.nn.Module, + optimizer: torch.optim.Optimizer, + data_loader: DataLoader, + device: torch.device, + epoch: int, + log_interval: int = 10, +) -> Dict[str, float]: + """ + 训练一个 epoch。 + + Args: + model: 模型 + optimizer: 优化器 + data_loader: 训练数据加载器 + device: 计算设备 (cuda / cpu) + epoch: 当前 epoch 编号 + log_interval: 日志打印间隔 + + Returns: + 各项损失的平均值 + """ + model.train() + total_loss = 0.0 + loss_components = { + "loss_classifier": 0.0, + "loss_box_reg": 0.0, + "loss_mask": 0.0, + "loss_objectness": 0.0, + "loss_rpn_box_reg": 0.0, + } + num_batches = 0 + + try: + from tqdm import tqdm + pbar = tqdm(data_loader, desc=f"Epoch {epoch}") + except ImportError: + pbar = data_loader + + for batch_idx, (images, targets) in enumerate(pbar): + # 过滤无实例的样本 + valid_images = [] + valid_targets = [] + for img, tgt in zip(images, targets): + if len(tgt["boxes"]) > 0: + valid_images.append(img) + valid_targets.append(tgt) + + if len(valid_images) == 0: + continue + + images = [img.to(device) for img in valid_images] + targets = [{k: v.to(device) for k, v in t.items()} for t in valid_targets] + + # 前向传播(训练模式下返回 loss dict) + loss_dict = model(images, targets) + losses = sum(loss for loss in loss_dict.values()) + + # 反向传播 + optimizer.zero_grad() + losses.backward() + optimizer.step() + + # 记录损失 + total_loss += losses.item() + num_batches += 1 + for k, v in loss_dict.items(): + loss_components[k] += v.item() + + # 更新进度条 + if hasattr(pbar, 'set_postfix'): + pbar.set_postfix({"loss": f"{losses.item():.4f}"}) + + avg_loss = total_loss / max(num_batches, 1) + for k in loss_components: + loss_components[k] /= max(num_batches, 1) + loss_components["total"] = avg_loss + + return loss_components + + +@torch.no_grad() +def evaluate( + model: torch.nn.Module, + data_loader: DataLoader, + device: torch.device, +) -> float: + """ + 验证集评估:计算平均检测置信度作为近似指标。 + (完整的 COCO mAP 评估需要 pycocotools,这里使用简化指标避免额外依赖) + + Args: + model: 模型 + data_loader: 验证数据加载器 + device: 计算设备 + + Returns: + 平均置信度(0~1) + """ + model.eval() + total_score = 0.0 + total_instances = 0 + + for images, targets in data_loader: + images = [img.to(device) for img in images] + outputs = model(images) + + for output in outputs: + scores = output["scores"] + if len(scores) > 0: + # 取置信度 > 0.5 的预测 + high_conf = scores[scores > 0.5] + if len(high_conf) > 0: + total_score += high_conf.mean().item() + total_instances += 1 + + return total_score / max(total_instances, 1) + + +def save_checkpoint( + model: torch.nn.Module, + optimizer: torch.optim.Optimizer, + scheduler, + epoch: int, + label_map: Dict[str, int], + loss_history: List[Dict], + path: str, +): + """保存训练检查点""" + torch.save({ + "epoch": epoch, + "model_state_dict": model.state_dict(), + "optimizer_state_dict": optimizer.state_dict(), + "scheduler_state_dict": scheduler.state_dict() if scheduler else None, + "label_map": label_map, + "loss_history": loss_history, + }, path) + + +def main(): + parser = argparse.ArgumentParser(description="Mask R-CNN 实例分割训练") + parser.add_argument("--dataset", type=str, default="dataset", + help="数据集目录路径 (默认: dataset)") + parser.add_argument("--output-dir", type=str, default="checkpoints", + help="检查点输出目录 (默认: checkpoints)") + parser.add_argument("--epochs", type=int, default=50, + help="训练轮数 (默认: 50)") + parser.add_argument("--batch-size", type=int, default=2, + help="批大小 (默认: 2)") + parser.add_argument("--lr", type=float, default=0.005, + help="学习率 (默认: 0.005)") + parser.add_argument("--momentum", type=float, default=0.9, + help="SGD 动量 (默认: 0.9)") + parser.add_argument("--weight-decay", type=float, default=0.0005, + help="权重衰减 (默认: 0.0005)") + parser.add_argument("--lr-step-size", type=int, default=10, + help="学习率衰减间隔 (默认: 10)") + parser.add_argument("--lr-gamma", type=float, default=0.1, + help="学习率衰减系数 (默认: 0.1)") + parser.add_argument("--val-ratio", type=float, default=0.2, + help="验证集比例 (默认: 0.2)") + parser.add_argument("--num-workers", type=int, default=0, + help="数据加载线程数 (Windows 建议 0) (默认: 0)") + parser.add_argument("--no-pretrained", action="store_true", + help="不使用 COCO 预训练权重") + parser.add_argument("--freeze-backbone", action="store_true", + help="冻结骨干网络(小数据集推荐)") + parser.add_argument("--resume", type=str, default=None, + help="从检查点恢复训练的路径") + parser.add_argument("--save-freq", type=int, default=5, + help="每多少 epoch 保存一次检查点 (默认: 5)") + parser.add_argument("--min-size", type=int, default=800, + help="输入图像最小边尺寸 (默认: 800)") + parser.add_argument("--max-size", type=int, default=1333, + help="输入图像最大边尺寸 (默认: 1333)") + parser.add_argument("--seed", type=int, default=42, + help="随机种子 (默认: 42)") + + args = parser.parse_args() + + # 设置随机种子 + torch.manual_seed(args.seed) + np.random.seed(args.seed) + + # 设置设备 + device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + print(f"使用设备: {device}") + + # 构建标签映射 + dataset_path = os.path.join(os.path.dirname(os.path.abspath(__file__)), args.dataset) + label_map = get_label_map(dataset_path) + print(f"标签映射: {label_map}") + + num_classes = max(label_map.values()) + 1 # +1 for background + print(f"类别数(含背景): {num_classes}") + + # 获取数据配对并划分 + all_pairs = get_image_json_pairs(dataset_path) + print(f"数据集总样本数: {len(all_pairs)}") + + train_pairs, val_pairs = split_dataset(all_pairs, val_ratio=args.val_ratio, seed=args.seed) + print(f"训练集: {len(train_pairs)} | 验证集: {len(val_pairs)}") + + if len(train_pairs) == 0: + print("错误: 训练集为空!请检查数据集目录。") + sys.exit(1) + + # 创建数据集和数据加载器 + train_dataset = LabelMeDataset( + dataset_dir=dataset_path, + label_map=label_map, + pairs=train_pairs, + transforms=get_train_transforms(), + ) + val_dataset = LabelMeDataset( + dataset_dir=dataset_path, + label_map=label_map, + pairs=val_pairs, + transforms=get_val_transforms(), + ) if len(val_pairs) > 0 else None + + train_loader = DataLoader( + train_dataset, + batch_size=args.batch_size, + shuffle=True, + num_workers=args.num_workers, + collate_fn=collate_fn, + drop_last=False, + ) + val_loader = DataLoader( + val_dataset, + batch_size=1, + shuffle=False, + num_workers=args.num_workers, + collate_fn=collate_fn, + ) if val_dataset else None + + # 创建模型 + pretrained = not args.no_pretrained + model = get_model( + num_classes=num_classes, + pretrained=pretrained, + min_size=args.min_size, + max_size=args.max_size, + ) + print(f"预训练权重: {'COCO' if pretrained else '无'}") + + if args.freeze_backbone: + model = freeze_backbone(model, freeze=True) + num_trainable = sum(p.numel() for p in model.parameters() if p.requires_grad) + num_total = sum(p.numel() for p in model.parameters()) + print(f"骨干网络已冻结 | 可训练参数: {num_trainable:,} / {num_total:,}") + else: + num_total = sum(p.numel() for p in model.parameters()) + print(f"可训练参数: {num_total:,}") + + model = model.to(device) + + # 创建优化器和调度器 + optimizer = get_optimizer(model, lr=args.lr, momentum=args.momentum, + weight_decay=args.weight_decay) + scheduler = get_lr_scheduler(optimizer, step_size=args.lr_step_size, gamma=args.lr_gamma) + + # 恢复训练 + start_epoch = 0 + loss_history = [] + best_score = 0.0 + + if args.resume and os.path.exists(args.resume): + checkpoint = torch.load(args.resume, map_location=device, weights_only=False) + model.load_state_dict(checkpoint["model_state_dict"]) + optimizer.load_state_dict(checkpoint["optimizer_state_dict"]) + if checkpoint.get("scheduler_state_dict") and scheduler: + scheduler.load_state_dict(checkpoint["scheduler_state_dict"]) + start_epoch = checkpoint["epoch"] + 1 + loss_history = checkpoint.get("loss_history", []) + best_score = max((h.get("val_score", 0) for h in loss_history), default=0.0) + print(f"从 epoch {start_epoch} 恢复训练 (best_score={best_score:.4f})") + + # 创建输出目录 + output_dir = os.path.join(os.path.dirname(os.path.abspath(__file__)), args.output_dir) + os.makedirs(output_dir, exist_ok=True) + + # 保存标签映射 + with open(os.path.join(output_dir, "label_map.json"), "w", encoding="utf-8") as f: + json.dump(label_map, f, ensure_ascii=False, indent=2) + + # 训练循环 + print(f"\n{'='*60}") + print(f"开始训练 | 总轮数: {args.epochs} | 批大小: {args.batch_size} | 学习率: {args.lr}") + print(f"{'='*60}\n") + + for epoch in range(start_epoch, args.epochs): + epoch_start = time.time() + + # 训练 + train_metrics = train_one_epoch( + model, optimizer, train_loader, device, epoch + 1 + ) + + # 验证 + val_score = 0.0 + if val_loader is not None: + val_score = evaluate(model, val_loader, device) + + # 更新学习率 + scheduler.step() + + epoch_time = time.time() - epoch_start + current_lr = optimizer.param_groups[0]["lr"] + + # 记录损失历史 + epoch_record = { + "epoch": epoch + 1, + "train_loss": train_metrics["total"], + "loss_classifier": train_metrics["loss_classifier"], + "loss_box_reg": train_metrics["loss_box_reg"], + "loss_mask": train_metrics["loss_mask"], + "loss_objectness": train_metrics["loss_objectness"], + "loss_rpn_box_reg": train_metrics["loss_rpn_box_reg"], + "val_score": val_score, + "lr": current_lr, + "time": round(epoch_time, 1), + } + loss_history.append(epoch_record) + + # 打印日志 + print( + f"Epoch {epoch+1}/{args.epochs} | " + f"Loss: {train_metrics['total']:.4f} " + f"(cls:{train_metrics['loss_classifier']:.4f} " + f"box:{train_metrics['loss_box_reg']:.4f} " + f"mask:{train_metrics['loss_mask']:.4f}) | " + f"Val: {val_score:.4f} | " + f"LR: {current_lr:.6f} | " + f"Time: {epoch_time:.1f}s" + ) + + # 保存最佳模型 + if val_score > best_score: + best_score = val_score + best_path = os.path.join(output_dir, "mask_rcnn_best.pth") + save_checkpoint(model, optimizer, scheduler, epoch + 1, label_map, + loss_history, best_path) + print(f" -> 新最佳模型已保存 (score={best_score:.4f})") + + # 定期保存检查点 + if (epoch + 1) % args.save_freq == 0 or epoch + 1 == args.epochs: + ckpt_path = os.path.join(output_dir, f"mask_rcnn_epoch_{epoch+1}.pth") + save_checkpoint(model, optimizer, scheduler, epoch + 1, label_map, + loss_history, ckpt_path) + print(f" -> 检查点已保存: {ckpt_path}") + + # 保存最终模型 + final_path = os.path.join(output_dir, "mask_rcnn_final.pth") + save_checkpoint(model, optimizer, scheduler, args.epochs, label_map, + loss_history, final_path) + print(f"\n训练完成!最终模型: {final_path}") + + # 保存损失历史到 JSON + with open(os.path.join(output_dir, "loss_history.json"), "w", encoding="utf-8") as f: + json.dump(loss_history, f, ensure_ascii=False, indent=2) + + # 绘制损失曲线 + try: + _plot_loss_curve(loss_history, output_dir) + except Exception as e: + print(f"警告: 无法绘制损失曲线 ({e})") + + print(f"最佳验证分数: {best_score:.4f}") + + +def _plot_loss_curve(loss_history: List[Dict], output_dir: str): + """绘制并保存损失曲线图""" + import matplotlib + matplotlib.use("Agg") + import matplotlib.pyplot as plt + + epochs = [h["epoch"] for h in loss_history] + total_loss = [h["train_loss"] for h in loss_history] + cls_loss = [h["loss_classifier"] for h in loss_history] + box_loss = [h["loss_box_reg"] for h in loss_history] + mask_loss = [h["loss_mask"] for h in loss_history] + val_scores = [h.get("val_score", 0) for h in loss_history] + + fig, axes = plt.subplots(1, 2, figsize=(14, 5)) + + # 损失曲线 + ax1 = axes[0] + ax1.plot(epochs, total_loss, "b-", label="Total Loss", linewidth=2) + ax1.plot(epochs, cls_loss, "r--", label="Classifier Loss") + ax1.plot(epochs, box_loss, "g--", label="Box Reg Loss") + ax1.plot(epochs, mask_loss, "m--", label="Mask Loss") + ax1.set_xlabel("Epoch") + ax1.set_ylabel("Loss") + ax1.set_title("Training Loss") + ax1.legend() + ax1.grid(True, alpha=0.3) + + # 验证分数曲线 + ax2 = axes[1] + ax2.plot(epochs, val_scores, "b-o", label="Val Score") + ax2.set_xlabel("Epoch") + ax2.set_ylabel("Score") + ax2.set_title("Validation Score") + ax2.legend() + ax2.grid(True, alpha=0.3) + + plt.tight_layout() + curve_path = os.path.join(output_dir, "loss_curve.png") + plt.savefig(curve_path, dpi=150, bbox_inches="tight") + plt.close() + print(f"损失曲线图已保存: {curve_path}") + + +if __name__ == "__main__": + main() + + + +""" +# 训练(小数据集推荐冻结骨干网络) +python train.py --freeze-backbone --epochs 100 + +# 推理 +python predict.py --image dataset/1.jpg --checkpoint checkpoints/mask_rcnn_best.pth + +# 批量推理 + GT 对比 +python predict.py --dataset dataset --show-gt + +""" diff --git a/utils.py b/utils.py new file mode 100644 index 0000000..639eddc --- /dev/null +++ b/utils.py @@ -0,0 +1,464 @@ +""" +工具函数模块 +包含: LabelMe 标注解析、linestrip 合并为多边形、多边形转 mask、可视化等 +""" + +import json +import os +import math +import random +from typing import List, Dict, Tuple, Optional + +import numpy as np +from PIL import Image, ImageDraw + + +# ============================================================ +# 1. 标签映射 +# ============================================================ + +def get_label_map(dataset_dir: str) -> Dict[str, int]: + """ + 扫描数据集中所有 LabelMe JSON 文件,自动构建标签名→类别ID 映射。 + 类别从 1 开始(0 保留给背景)。 + + Args: + dataset_dir: 数据集目录路径 + + Returns: + 标签名 → 类别ID 的字典,如 {"crosswalk": 1} + """ + labels = set() + for fname in sorted(os.listdir(dataset_dir)): + if not fname.endswith(".json"): + continue + with open(os.path.join(dataset_dir, fname), "r", encoding="utf-8") as f: + data = json.load(f) + for shape in data.get("shapes", []): + labels.add(shape["label"]) + + # 排序保证可复现 + label_map = {label: idx + 1 for idx, label in enumerate(sorted(labels))} + return label_map + + +# ============================================================ +# 2. Linestrip 合并为多边形 +# ============================================================ + +def _point_dist(p1, p2) -> float: + """计算两点之间的欧氏距离""" + return math.sqrt((p1[0] - p2[0]) ** 2 + (p1[1] - p2[1]) ** 2) + + +def merge_linestrips_to_polygon(strips: List[List[List[float]]]) -> List[List[float]]: + """ + 将多条 linestrip 合并为一个闭合多边形。 + + 策略:以第一条 strip 为起点,每次找到与当前多边形末端点距离最近的 + 下一条 strip 的端点,将该 strip(可能反转)拼接到多边形末尾, + 最后闭合多边形。 + + 对于单条 linestrip,直接闭合。 + + Args: + strips: 多条 linestrip 的点列表,每条 strip 是 [[x, y], ...] + + Returns: + 闭合多边形的点列表 [[x, y], ..., [x, y]](首尾相同) + """ + if len(strips) == 0: + return [] + + # 深拷贝避免修改原始数据 + strips = [list(s) for s in strips] + + if len(strips) == 1: + polygon = list(strips[0]) + polygon.append(list(polygon[0])) # 闭合 + return polygon + + # 从第一条 strip 开始 + polygon = list(strips[0]) + remaining = strips[1:] + + while remaining: + last_point = polygon[-1] + best_idx = 0 + best_dist = float("inf") + best_reverse = False + + for i, strip in enumerate(remaining): + # 尝试正向连接(strip 的起点与 polygon 末端最近) + d_start = _point_dist(last_point, strip[0]) + # 尝试反向连接(strip 的终点与 polygon 末端最近) + d_end = _point_dist(last_point, strip[-1]) + + if d_start < best_dist: + best_dist = d_start + best_idx = i + best_reverse = False + if d_end < best_dist: + best_dist = d_end + best_idx = i + best_reverse = True + + strip = remaining.pop(best_idx) + if best_reverse: + polygon.extend(list(reversed(strip))) + else: + polygon.extend(strip) + + # 闭合多边形 + polygon.append(list(polygon[0])) + return polygon + + +# ============================================================ +# 3. 多边形 / Linestrip → Mask +# ============================================================ + +def shapes_to_masks( + shapes: List[dict], + height: int, + width: int, + label_map: Dict[str, int], +) -> Tuple[np.ndarray, np.ndarray, np.ndarray]: + """ + 将 LabelMe 的 shapes 转换为实例分割所需的 masks、labels、boxes。 + + 处理逻辑: + - polygon 类型:直接作为多边形填充 + - linestrip 类型:将相同 label 的 linestrip 合并为一个多边形后填充 + - rectangle / circle 类型:转换为多边形后处理 + + Args: + shapes: LabelMe JSON 中的 shapes 列表 + height: 图像高度 + width: 图像宽度 + label_map: 标签名→类别ID 映射 + + Returns: + masks: [N, H, W] uint8 二值 mask(0 或 1) + labels: [N] int64 类别ID + boxes: [N, 4] float32 格式 (x1, y1, x2, y2) + """ + # 按 label 分组 linestrip(同 label 的 linestrip 合并为一个实例) + linestrip_groups: Dict[str, List[List]] = {} + # 非 linestrip 的 shape 逐个处理 + other_shapes: List[dict] = [] + + for shape in shapes: + shape_type = shape.get("shape_type", "polygon") + if shape_type == "linestrip": + label = shape["label"] + linestrip_groups.setdefault(label, []).append(shape["points"]) + else: + other_shapes.append(shape) + + all_masks = [] + all_labels = [] + + # 处理合并后的 linestrip + for label, strips in linestrip_groups.items(): + polygon = merge_linestrips_to_polygon(strips) + if len(polygon) < 3: + continue + mask = _polygon_to_mask(polygon, height, width) + if mask.sum() == 0: + continue + all_masks.append(mask) + all_labels.append(label_map.get(label, 1)) + + # 处理其他 shape 类型 + for shape in other_shapes: + label = shape["label"] + shape_type = shape.get("shape_type", "polygon") + points = shape["points"] + + if shape_type == "polygon": + polygon = points + elif shape_type == "rectangle": + # 矩形转多边形 + x1, y1 = points[0] + x2, y2 = points[1] + polygon = [[x1, y1], [x2, y1], [x2, y2], [x1, y2]] + elif shape_type == "circle": + # 圆形转多边形(近似) + cx, cy = points[0] + rx = points[1][0] - cx + ry = points[1][1] - cy + polygon = [] + for angle in range(0, 360, 5): + rad = math.radians(angle) + polygon.append([cx + rx * math.cos(rad), cy + ry * math.sin(rad)]) + else: + continue + + if len(polygon) < 3: + continue + + mask = _polygon_to_mask(polygon, height, width) + if mask.sum() == 0: + continue + all_masks.append(mask) + all_labels.append(label_map.get(label, 1)) + + if len(all_masks) == 0: + return ( + np.zeros((0, height, width), dtype=np.uint8), + np.zeros((0,), dtype=np.int64), + np.zeros((0, 4), dtype=np.float32), + ) + + masks = np.stack(all_masks, axis=0) # [N, H, W] + labels = np.array(all_labels, dtype=np.int64) + + # 从 mask 计算包围框 + boxes = masks_to_boxes(masks) + + return masks, labels, boxes + + +def _polygon_to_mask( + polygon: List[List[float]], + height: int, + width: int, +) -> np.ndarray: + """ + 将多边形转换为二值 mask。 + + Args: + polygon: 多边形点列表 [[x, y], ...] + height: 图像高度 + width: 图像宽度 + + Returns: + [H, W] uint8 二值 mask(0 或 1) + """ + img = Image.new("L", (width, height), 0) + ImageDraw.Draw(img).polygon( + [(float(p[0]), float(p[1])) for p in polygon], + fill=1, + outline=1, + ) + return np.array(img, dtype=np.uint8) + + +def masks_to_boxes(masks: np.ndarray) -> np.ndarray: + """ + 从一组二值 mask 计算每个实例的包围框。 + + Args: + masks: [N, H, W] uint8 + + Returns: + [N, 4] float32, 格式 (x1, y1, x2, y2) + """ + boxes = np.zeros((masks.shape[0], 4), dtype=np.float32) + for i, mask in enumerate(masks): + ys, xs = np.where(mask > 0) + if len(xs) == 0: + continue + boxes[i] = [xs.min(), ys.min(), xs.max(), ys.max()] + return boxes + + +# ============================================================ +# 4. 可视化 +# ============================================================ + +def visualize_instances( + image: np.ndarray, + boxes: np.ndarray, + masks: np.ndarray, + labels: np.ndarray, + scores: Optional[np.ndarray] = None, + label_map: Optional[Dict[int, str]] = None, + score_threshold: float = 0.5, +) -> np.ndarray: + """ + 在图像上绘制实例分割结果(包围框 + mask 叠加)。 + + Args: + image: [H, W, 3] uint8 BGR 或 RGB 图像 + boxes: [N, 4] 包围框 + masks: [N, H, W] 二值 mask + labels: [N] 类别ID + scores: [N] 置信度(可选) + label_map: 类别ID→名称映射(可选) + score_threshold: 置信度阈值 + + Returns: + 绘制后的图像 [H, W, 3] uint8 + """ + try: + import cv2 + except ImportError: + # 如果没有 cv2,退化为 PIL 绘制 + return _visualize_instances_pil( + image, boxes, masks, labels, scores, label_map, score_threshold + ) + + img = image.copy() + if img.dtype != np.uint8: + img = (img * 255).astype(np.uint8) + + # 生成固定颜色 + np.random.seed(42) + num_classes = max(int(labels.max()) + 1, 10) if len(labels) > 0 else 10 + colors = np.random.randint(0, 255, size=(num_classes, 3), dtype=np.uint8) + + for i in range(len(boxes)): + if scores is not None and scores[i] < score_threshold: + continue + + color = colors[int(labels[i])].tolist() + x1, y1, x2, y2 = boxes[i].astype(int) + + # 绘制 mask 半透明叠加 + mask = masks[i] + colored_mask = np.zeros_like(img) + for c in range(3): + colored_mask[:, :, c] = mask * color[c] + img = cv2.addWeighted(img, 1.0, colored_mask, 0.5, 0) + + # 绘制包围框 + cv2.rectangle(img, (x1, y1), (x2, y2), color, 2) + + # 绘制标签 + label_text = label_map.get(int(labels[i]), str(labels[i])) if label_map else str(labels[i]) + if scores is not None: + label_text = f"{label_text}: {scores[i]:.2f}" + + (tw, th), _ = cv2.getTextSize(label_text, cv2.FONT_HERSHEY_SIMPLEX, 0.6, 1) + cv2.rectangle(img, (x1, y1 - th - 6), (x1 + tw + 4, y1), color, -1) + cv2.putText( + img, label_text, (x1 + 2, y1 - 4), + cv2.FONT_HERSHEY_SIMPLEX, 0.6, (255, 255, 255), 1, cv2.LINE_AA, + ) + + return img + + +def _visualize_instances_pil( + image: np.ndarray, + boxes: np.ndarray, + masks: np.ndarray, + labels: np.ndarray, + scores: Optional[np.ndarray], + label_map: Optional[Dict[int, str]], + score_threshold: float, +) -> np.ndarray: + """使用 PIL 的可视化后备方案(当 cv2 不可用时)""" + from PIL import Image as PILImage, ImageDraw as PILDraw, ImageFont + + if image.dtype != np.uint8: + image = (image * 255).astype(np.uint8) + + # 转 RGB + if image.shape[2] == 3: + pil_img = PILImage.fromarray(image[..., ::-1]) if image.dtype == np.uint8 else PILImage.fromarray(image) + else: + pil_img = PILImage.fromarray(image) + + np.random.seed(42) + num_classes = max(int(labels.max()) + 1, 10) if len(labels) > 0 else 10 + colors = np.random.randint(0, 255, size=(num_classes, 3), dtype=np.uint8) + + overlay = pil_img.copy() + draw_overlay = PILDraw.Draw(overlay) + draw = PILDraw.Draw(pil_img) + + for i in range(len(boxes)): + if scores is not None and scores[i] < score_threshold: + continue + + color = tuple(colors[int(labels[i])].tolist()) + mask = masks[i] + # 用颜色填充 mask 区域 + mask_img = PILImage.new("RGB", pil_img.size, (0, 0, 0)) + mask_draw = PILDraw.Draw(mask_img) + mask_pil = PILImage.fromarray((mask * 255).astype(np.uint8)) + # 叠加半透明 mask + for c in range(3): + channel = np.array(pil_img)[:, :, c].astype(float) + channel[mask > 0] = channel[mask > 0] * 0.5 + color[c] * 0.5 + pil_img_array = np.array(pil_img) + pil_img_array[:, :, c] = channel + pil_img = PILImage.fromarray(pil_img_array.astype(np.uint8)) + + draw = PILDraw.Draw(pil_img) + for i in range(len(boxes)): + if scores is not None and scores[i] < score_threshold: + continue + color = tuple(colors[int(labels[i])].tolist()) + x1, y1, x2, y2 = boxes[i].astype(int) + draw.rectangle([x1, y1, x2, y2], outline=color, width=2) + + label_text = label_map.get(int(labels[i]), str(labels[i])) if label_map else str(labels[i]) + if scores is not None: + label_text = f"{label_text}: {scores[i]:.2f}" + draw.text((x1 + 2, max(0, y1 - 15)), label_text, fill=color) + + return np.array(pil_img) + + +# ============================================================ +# 5. 数据集划分 +# ============================================================ + +def get_image_json_pairs(dataset_dir: str) -> List[Tuple[str, str]]: + """ + 扫描数据集目录,返回 (image_path, json_path) 配对列表。 + + Args: + dataset_dir: 数据集目录 + + Returns: + [(image_path, json_path), ...] + """ + pairs = [] + for fname in sorted(os.listdir(dataset_dir)): + if not fname.endswith(".json"): + continue + json_path = os.path.join(dataset_dir, fname) + with open(json_path, "r", encoding="utf-8") as f: + data = json.load(f) + image_name = data.get("imagePath", fname.replace(".json", ".jpg")) + image_path = os.path.join(dataset_dir, image_name) + if not os.path.exists(image_path): + # 尝试其他常见扩展名 + for ext in [".jpg", ".jpeg", ".png", ".bmp"]: + alt_path = os.path.join(dataset_dir, fname.replace(".json", ext)) + if os.path.exists(alt_path): + image_path = alt_path + break + pairs.append((image_path, json_path)) + return pairs + + +def split_dataset( + pairs: List[Tuple[str, str]], + val_ratio: float = 0.2, + seed: int = 42, +) -> Tuple[List, List]: + """ + 将数据集划分为训练集和验证集。 + + Args: + pairs: (image_path, json_path) 配对列表 + val_ratio: 验证集比例 + seed: 随机种子 + + Returns: + train_pairs, val_pairs + """ + rng = random.Random(seed) + indices = list(range(len(pairs))) + rng.shuffle(indices) + val_size = max(1, int(len(pairs) * val_ratio)) if len(pairs) > 1 else 0 + val_indices = set(indices[:val_size]) + train_pairs = [pairs[i] for i in indices if i not in val_indices] + val_pairs = [pairs[i] for i in val_indices] + return train_pairs, val_pairs