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"translation_threshold_m": 0.005, + "rotation_threshold_deg": 5.0, + "maximum_rotation_threshold_deg": 30.0, + "minimum_score": 0.0, + "symmetry_mode": "auto", + "symmetry_tolerance_fraction": 0.01, + "number_of_rotational_symmetries": 4, + "maximum_instances": 0, + "minimum_instance_frame_fraction": 0.05, + "low_support_fallback_used": false, + "min_silhouette_iou": 0.0, + "automatic_support_threshold_frames": 5, + "position_suppression_threshold_m": 0.01, + "number_of_candidate_frames": 43, + "number_of_candidate_observations": 43, + "number_of_raw_pose_clusters": 1, + "number_of_instances": 1, + "remaining_unclustered_observations": 6, + "rejected_pose_clusters": [] + }, + "skipped_frames": [ + { + "frame_id": 11, + "reason": "no_object_pose" + }, + { + "frame_id": 35, + "reason": "no_object_pose" + }, + { + "frame_id": 39, + "reason": "no_object_pose" + }, + { + "frame_id": 42, + "reason": "no_object_pose" + }, + { + "frame_id": 45, + "reason": "no_object_pose" + }, + { + "frame_id": 47, + "reason": "no_object_pose" + }, + { + "frame_id": 53, + "reason": "no_object_pose" + }, + { + "frame_id": 56, + "reason": "no_object_pose" + }, + { + "frame_id": 61, + "reason": "no_object_pose" + }, + { + "frame_id": 64, + "reason": "no_object_pose" + }, + { + "frame_id": 68, + "reason": "no_object_pose" + }, + { + "frame_id": 120, + "reason": "no_object_pose" + }, + { + "frame_id": 146, + "reason": "no_object_pose" + }, + { + "frame_id": 162, + "reason": "no_object_pose" + }, + { + "frame_id": 164, + "reason": "no_object_pose" + }, + { + "frame_id": 169, + "reason": "no_object_pose" + }, + { + "frame_id": 171, + "reason": "no_object_pose" + }, + { + "frame_id": 173, + "reason": "no_object_pose" + }, + { + "frame_id": 175, + "reason": "no_object_pose" + }, + { + "frame_id": 176, + "reason": "no_object_pose" + }, + { + "frame_id": 180, + "reason": "no_object_pose" + }, + { + "frame_id": 182, + "reason": "no_object_pose" + }, + { + "frame_id": 184, + "reason": "no_object_pose" + }, + { + "frame_id": 186, + "reason": "no_object_pose" + }, + { + "frame_id": 188, + "reason": "no_object_pose" + } + ], + "sources": { + "config_path": "/workspace/scripts/configs/default.yaml", + "object_poses": "/workspace/data/0006/experimental_multi_instance/pem/Screwdriver/Screwdriver_poses_per_frame.json", + "colmap_reconstruction": "/workspace/data/0006/reconstruction/sfm_filtered", + "sim3_alignment": "/workspace/data/0006/reconstruction/metric_alignment" + } +} diff --git a/0006/sam6d_sequences/ransac_run_summary.json b/0006/sam6d_sequences/ransac_run_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f216a70f3a2b84f54b2f60fa908c2a773185c10f --- /dev/null +++ b/0006/sam6d_sequences/ransac_run_summary.json @@ -0,0 +1,21 @@ +{ + "format": "label_factory_multi_instance_pose_fitting_summary_v1", + "objects_requested": [ + "Pliers", + "Rachet", + "Screwdriver" + ], + "found_objects": { + "Pliers": 2, + "Rachet": 1, + "Screwdriver": 1 + }, + "non_found_objects": [], + "objects_succeeded": [ + "Pliers", + "Rachet", + "Screwdriver" + ], + "low_support_objects": [], + "objects_excluded": [] +} diff --git a/README.md b/README.md index 32897cd3e640101ba184f8c4ccd896981de3804a..9efc5ed72d6a13c1f9e6f54ba0a1b4ffe389f884 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,158 @@ --- +pretty_name: Label Factory Multi-Task RGB-D Collection license: mit +tags: +- image +- video +- 3d +- rgb-d +configs: +- config_name: depth_estimation + data_files: + - split: train + path: "*/data/depth_estimation/train-*.parquet" + - split: validation + path: "*/data/depth_estimation/validation-*.parquet" + - split: test + path: "*/data/depth_estimation/test-*.parquet" +- config_name: instance_segmentation + data_files: + - split: train + path: "*/data/instance_segmentation/train-*.parquet" + - split: validation + path: "*/data/instance_segmentation/validation-*.parquet" + - split: test + path: "*/data/instance_segmentation/test-*.parquet" +- config_name: object_pose_estimation + data_files: + - split: train + path: "*/data/object_pose_estimation/train-*.parquet" + - split: validation + path: "*/data/object_pose_estimation/validation-*.parquet" + - split: test + path: "*/data/object_pose_estimation/test-*.parquet" +- config_name: object_pose_models + data_files: + - split: train + path: "*/data/object_pose_estimation/models.parquet" --- + +# ABC-iRobotics/Hand_Tools + +Growing multi-task RGB-D collection generated with the Label Factory workflow. +Every capture is stored in its own zero-padded directory (`0000`, `0001`, +`0002`, ...). Uploading a new capture appends it to the collection without +replacing earlier directories. Task configurations aggregate compatible +Parquet shards from every numbered directory. + +## Training configurations + +- `depth_estimation`: RGB input, metric depth target, intrinsics and depth units +- `instance_segmentation`: RGB input, instance-mask target, boxes and annotations +- `object_pose_estimation`: RGB-D input, masks, camera transforms and object poses +- `object_pose_models`: one STL payload per object type and numbered dataset + +Every configuration provides deterministic `train`, `validation`, and `test` +splits. Adding another numbered capture appends rows through the wildcard paths; +it does not replace earlier datasets. + +## Loading all or several numbered datasets + +The configuration automatically combines every uploaded directory (`0000`, +`0001`, `0002`, ...). Filter `dataset_id` to use selected captures: + +```python +from datasets import load_dataset + +poses = load_dataset("ABC-iRobotics/Hand_Tools", "object_pose_estimation") +selected_ids = set(["0000", "0001", "0004"]) +for split_name in poses: + poses[split_name] = poses[split_name].filter( + lambda row: row["dataset_id"] in selected_ids + ) +``` + +## Depth-estimation example + +```python +from datasets import load_dataset +import numpy as np + +depth_dataset = load_dataset("ABC-iRobotics/Hand_Tools", "depth_estimation") +sample = depth_dataset["train"][0] +rgb = sample["image"].convert("RGB") +depth_native = np.asarray(sample["depth"]) +depth_mm = depth_native.astype(np.float32) * sample["depth_scale"] +depth_m = depth_mm / 1000.0 +intrinsics_3x3 = np.asarray(sample["camera_intrinsics"]).reshape(3, 3) +``` + +## Instance-segmentation example + +```python +from datasets import load_dataset +import json +import numpy as np + +instances = load_dataset("ABC-iRobotics/Hand_Tools", "instance_segmentation") +sample = instances["validation"][0] +rgb = sample["image"].convert("RGB") +instance_mask = np.asarray(sample["instance_mask"]) +annotations = json.loads(sample["annotations_json"]) +boxes_xywh = np.asarray(sample["boxes_xywh"]) +instance_names = sample["instance_names"] +``` + +## Object-pose-estimation example + +```python +from datasets import load_dataset +import numpy as np + +poses = load_dataset("ABC-iRobotics/Hand_Tools", "object_pose_estimation") +sample = poses["test"][0] +rgb = sample["image"].convert("RGB") +depth = np.asarray(sample["depth"]) +instance_mask = np.asarray(sample["instance_mask"]) +world_from_camera = np.asarray(sample["world_from_camera"]).reshape(4, 4) +camera_from_world = np.asarray(sample["camera_from_world"]).reshape(4, 4) +world_from_objects = np.asarray(sample["world_from_objects"]).reshape(-1, 4, 4) +camera_from_objects = np.asarray(sample["camera_from_objects"]).reshape(-1, 4, 4) +object_names = sample["object_names"] + +# Resolve the STL models referenced by this pose sample. +models = load_dataset("ABC-iRobotics/Hand_Tools", "object_pose_models")["train"] +required_keys = set(sample["object_model_keys"]) +models = models.filter(lambda row: row["object_model_key"] in required_keys) +first_model = models[0] +with open(first_model["stl_file_name"], "wb") as file: + file.write(first_model["stl"]) +``` + +## Collection contents + +Each numbered directory contributes: + +- RGB images and aligned 16-bit metric depth maps +- camera intrinsics and metric world-coordinate camera poses +- instance masks, boxes, RLE annotations and visualization overlays +- per-frame and consolidated object poses +- metric scene reconstruction and object STL models +- task-specific train, validation and test Parquet shards + +## Latest generated contribution + +- Directory: `0006/` +- RGB-D frames: 250 +- Annotated object instances: 4 +- Selected upload files: 1535 + +Depth images are stored in millimetres. Pose conventions and coordinate-system +metadata are recorded in `0006/sam6d_scene/annotations.json` and +`0006/reconstruction/metric_alignment/camera_poses_metric.json`. + +## Limitations + +Annotations are automatically generated and must be independently reviewed for +the intended downstream use. Reconstruction, depth-alignment, segmentation and +pose-estimation errors may remain.