Dataset---Video/Motion Segmentation Dataset and Benchmark

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本文介绍了多个用于视频分割任务的数据集，包括BerkeleyVideoSegmentationDataset(BVSD)、Freiburg-BerkeleyMotionSegmentationDataset(FBMS-59)及VideoSegmentationBenchmark(VSB100)等。这些数据集对于训练和评估视频分割算法至关重要。

1: Berkeley Video Segmentation Dataset (BVSD)

Dataset train

Dataset test

 

2: Freiburg-Berkeley Motion Segmentation Dataset (FBMS-59)

T. Brox, J. Malik
Object segmentation by long term analysis of point trajectories,
European Conference on Computer Vision (ECCV), September 2010.

 

P. Ochs, J. Malik, T. Brox
Segmentation of moving objects by long term video analysis,
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2014.

 

BMS-26 dataset and evaluation software (260MB)

FBMS-59 training set (504MB)

FBMS-59 test set (386MB)

FBMS-59 evaluation software

 

3: Video Segmentation Benchmark (VSB100)

Training set(40 Videos, external link to Berkeley server)

Test set(60 Videos, external link to Berkeley server)

Local links for Train and Test set:

Train set
Test set

 

4: VSB100: A Unified Video Segmentation Benchmark

 

Benchmark code

 

 

 

 

 

 

 

 

A Benchmark Dataset and Evaluation Methodology for Video
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标题 "A Benchmark Dataset and Evaluation Methodology for Video Object Segmentation" 提供了关于视频对象分割领域的一个基准数据集和评估方法的讨论。视频对象分割是计算机视觉中的一个关键任务，它涉及在连续的...
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Video Segmentation Dataset and Benchmark
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1: Berkeley Video Segmentation Dataset (BVSD)Dataset trainDataset test2: Freiburg-Berkeley Motion Segmentation Dataset (FBMS-59)T. Brox, J. MalikObject segmentation by long term analysis of point traj...
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皮肤检测数据集-Skin Segmentation Data Set_UCI
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通过从各种年龄组（年轻人，中年人和老年人），种族组（白人，黑人和亚洲人）的面部图像中随机抽取B，G，R值以及从FERET数据库和PAL数据库获得的性别来收集皮肤数据集。 。学习样本总量为245057; 其中50859是皮肤样本，194198是非皮肤样本。 资源内包括数据集图片下载地址和对应的标注标签文档。
9.9_semantic-segmentation-and-dataset
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在前几节讨论的目标检测问题中，我们一直使用方形边界框来标注和预测图像中的目标。本节将探讨语义分割（semantic segmentation）问题，它关注如何将图像分割成属于不同语义类别的区域。值得一提的是，这些语义区域的标注和预测都是像素级的。图9.10展示了语义分割中图像有关狗、猫和背景的标签。可以看到，与目标检测相比，语义分割标注的像素级的边框显然更加精细。计算机视觉领域还有2个与语义分割相似的重要问题，即图像分割（image segmentation）和实例分割（instance segmentat
The Berkeley Segmentation Dataset and Benchmark-BSDS300
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BSDS300数据集为图像分割和边缘检测的研究提供基准； 数据集由30个人类受试者完成，通过向一半的受试者提供彩色图像，向另一半提供灰度图像，从而完成图像的手工分割 BSDS300数据集分为包含200张图像的训练集和100张...
Stored in directory: /tmp/pip-ephem-wheel-cache-di294vqy/wheels/3d/6e/b3/63d5237bbf06b75024f88ff227ac2d77a7a6b77663f01dade2 DEPRECATION: Building 'detectron2' using the legacy setup.py bdist_wheel mechanism, which will be removed in a future version. pip 25.3 will enforce this behaviour change. A possible replacement is to use the standardized build interface by setting the `--use-pep517` option, (possibly combined with `--no-build-isolation`), or adding a `pyproject.toml` file to the source tree of 'detectron2'. Discussion can be found at https://github.com/pypa/pip/issues/6334 Building wheel for detectron2 (setup.py) ... error error: subprocess-exited-with-error × python setup.py bdist_wheel did not run successfully. │ exit code: 1 ╰─> [434 lines of output] running bdist_wheel /home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/torch/utils/cpp_extension.py:476: UserWarning: Attempted to use ninja as the BuildExtension backend but we could not find ninja.. Falling back to using the slow distutils backend. warnings.warn(msg.format('we could not find ninja.')) running build running build_py creating build/lib.linux-x86_64-cpython-310/detectron2 copying detectron2/__init__.py -> build/lib.linux-x86_64-cpython-310/detectron2 creating build/lib.linux-x86_64-cpython-310/tools copying tools/benchmark.py -> build/lib.linux-x86_64-cpython-310/tools copying tools/__init__.py -> build/lib.linux-x86_64-cpython-310/tools copying tools/convert-torchvision-to-d2.py -> build/lib.linux-x86_64-cpython-310/tools copying tools/analyze_model.py -> build/lib.linux-x86_64-cpython-310/tools copying tools/visualize_json_results.py -> build/lib.linux-x86_64-cpython-310/tools copying tools/train_net.py -> build/lib.linux-x86_64-cpython-310/tools copying tools/plain_train_net.py -> build/lib.linux-x86_64-cpython-310/tools copying tools/visualize_data.py -> build/lib.linux-x86_64-cpython-310/tools copying tools/lazyconfig_train_net.py -> build/lib.linux-x86_64-cpython-310/tools copying tools/lightning_train_net.py -> build/lib.linux-x86_64-cpython-310/tools creating build/lib.linux-x86_64-cpython-310/detectron2/model_zoo copying detectron2/model_zoo/model_zoo.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo copying detectron2/model_zoo/__init__.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo creating build/lib.linux-x86_64-cpython-310/detectron2/evaluation copying detectron2/evaluation/panoptic_evaluation.py -> build/lib.linux-x86_64-cpython-310/detectron2/evaluation copying detectron2/evaluation/testing.py -> build/lib.linux-x86_64-cpython-310/detectron2/evaluation copying detectron2/evaluation/evaluator.py -> build/lib.linux-x86_64-cpython-310/detectron2/evaluation copying detectron2/evaluation/__init__.py -> build/lib.linux-x86_64-cpython-310/detectron2/evaluation copying detectron2/evaluation/pascal_voc_evaluation.py -> build/lib.linux-x86_64-cpython-310/detectron2/evaluation copying detectron2/evaluation/fast_eval_api.py -> build/lib.linux-x86_64-cpython-310/detectron2/evaluation copying detectron2/evaluation/rotated_coco_evaluation.py -> build/lib.linux-x86_64-cpython-310/detectron2/evaluation copying detectron2/evaluation/sem_seg_evaluation.py -> build/lib.linux-x86_64-cpython-310/detectron2/evaluation copying detectron2/evaluation/lvis_evaluation.py -> build/lib.linux-x86_64-cpython-310/detectron2/evaluation copying detectron2/evaluation/coco_evaluation.py -> build/lib.linux-x86_64-cpython-310/detectron2/evaluation copying detectron2/evaluation/cityscapes_evaluation.py -> build/lib.linux-x86_64-cpython-310/detectron2/evaluation creating build/lib.linux-x86_64-cpython-310/detectron2/config copying detectron2/config/__init__.py -> build/lib.linux-x86_64-cpython-310/detectron2/config copying detectron2/config/compat.py -> build/lib.linux-x86_64-cpython-310/detectron2/config copying detectron2/config/defaults.py -> build/lib.linux-x86_64-cpython-310/detectron2/config copying detectron2/config/lazy.py -> build/lib.linux-x86_64-cpython-310/detectron2/config copying detectron2/config/instantiate.py -> build/lib.linux-x86_64-cpython-310/detectron2/config copying detectron2/config/config.py -> build/lib.linux-x86_64-cpython-310/detectron2/config creating build/lib.linux-x86_64-cpython-310/detectron2/tracking copying detectron2/tracking/__init__.py -> build/lib.linux-x86_64-cpython-310/detectron2/tracking copying detectron2/tracking/vanilla_hungarian_bbox_iou_tracker.py -> build/lib.linux-x86_64-cpython-310/detectron2/tracking copying detectron2/tracking/hungarian_tracker.py -> build/lib.linux-x86_64-cpython-310/detectron2/tracking copying detectron2/tracking/bbox_iou_tracker.py -> build/lib.linux-x86_64-cpython-310/detectron2/tracking copying detectron2/tracking/iou_weighted_hungarian_bbox_iou_tracker.py -> build/lib.linux-x86_64-cpython-310/detectron2/tracking copying detectron2/tracking/utils.py -> build/lib.linux-x86_64-cpython-310/detectron2/tracking copying detectron2/tracking/base_tracker.py -> build/lib.linux-x86_64-cpython-310/detectron2/tracking creating build/lib.linux-x86_64-cpython-310/detectron2/engine copying detectron2/engine/hooks.py -> build/lib.linux-x86_64-cpython-310/detectron2/engine copying detectron2/engine/__init__.py -> build/lib.linux-x86_64-cpython-310/detectron2/engine copying detectron2/engine/defaults.py -> build/lib.linux-x86_64-cpython-310/detectron2/engine copying detectron2/engine/train_loop.py -> build/lib.linux-x86_64-cpython-310/detectron2/engine copying detectron2/engine/launch.py -> build/lib.linux-x86_64-cpython-310/detectron2/engine creating build/lib.linux-x86_64-cpython-310/detectron2/solver copying detectron2/solver/__init__.py -> build/lib.linux-x86_64-cpython-310/detectron2/solver copying detectron2/solver/build.py -> build/lib.linux-x86_64-cpython-310/detectron2/solver copying detectron2/solver/lr_scheduler.py -> build/lib.linux-x86_64-cpython-310/detectron2/solver creating build/lib.linux-x86_64-cpython-310/detectron2/utils copying detectron2/utils/testing.py -> build/lib.linux-x86_64-cpython-310/detectron2/utils copying detectron2/utils/__init__.py -> build/lib.linux-x86_64-cpython-310/detectron2/utils copying detectron2/utils/env.py -> build/lib.linux-x86_64-cpython-310/detectron2/utils copying detectron2/utils/logger.py -> build/lib.linux-x86_64-cpython-310/detectron2/utils copying detectron2/utils/registry.py -> build/lib.linux-x86_64-cpython-310/detectron2/utils copying detectron2/utils/analysis.py -> build/lib.linux-x86_64-cpython-310/detectron2/utils copying detectron2/utils/visualizer.py -> build/lib.linux-x86_64-cpython-310/detectron2/utils copying detectron2/utils/develop.py -> build/lib.linux-x86_64-cpython-310/detectron2/utils copying detectron2/utils/collect_env.py -> build/lib.linux-x86_64-cpython-310/detectron2/utils copying detectron2/utils/tracing.py -> build/lib.linux-x86_64-cpython-310/detectron2/utils copying detectron2/utils/video_visualizer.py -> build/lib.linux-x86_64-cpython-310/detectron2/utils copying detectron2/utils/file_io.py -> build/lib.linux-x86_64-cpython-310/detectron2/utils copying detectron2/utils/memory.py -> build/lib.linux-x86_64-cpython-310/detectron2/utils copying detectron2/utils/events.py -> build/lib.linux-x86_64-cpython-310/detectron2/utils copying detectron2/utils/comm.py -> build/lib.linux-x86_64-cpython-310/detectron2/utils copying detectron2/utils/serialize.py -> build/lib.linux-x86_64-cpython-310/detectron2/utils copying detectron2/utils/torch_version_utils.py -> build/lib.linux-x86_64-cpython-310/detectron2/utils copying detectron2/utils/colormap.py -> build/lib.linux-x86_64-cpython-310/detectron2/utils creating build/lib.linux-x86_64-cpython-310/detectron2/modeling copying detectron2/modeling/poolers.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling copying detectron2/modeling/__init__.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling copying detectron2/modeling/matcher.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling copying detectron2/modeling/test_time_augmentation.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling copying detectron2/modeling/anchor_generator.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling copying detectron2/modeling/box_regression.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling copying detectron2/modeling/postprocessing.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling copying detectron2/modeling/sampling.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling copying detectron2/modeling/mmdet_wrapper.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling creating build/lib.linux-x86_64-cpython-310/detectron2/data copying detectron2/data/benchmark.py -> build/lib.linux-x86_64-cpython-310/detectron2/data copying detectron2/data/__init__.py -> build/lib.linux-x86_64-cpython-310/detectron2/data copying detectron2/data/build.py -> build/lib.linux-x86_64-cpython-310/detectron2/data copying detectron2/data/catalog.py -> build/lib.linux-x86_64-cpython-310/detectron2/data copying detectron2/data/dataset_mapper.py -> build/lib.linux-x86_64-cpython-310/detectron2/data copying detectron2/data/detection_utils.py -> build/lib.linux-x86_64-cpython-310/detectron2/data copying detectron2/data/common.py -> build/lib.linux-x86_64-cpython-310/detectron2/data creating build/lib.linux-x86_64-cpython-310/detectron2/export copying detectron2/export/caffe2_inference.py -> build/lib.linux-x86_64-cpython-310/detectron2/export copying detectron2/export/torchscript_patch.py -> build/lib.linux-x86_64-cpython-310/detectron2/export copying detectron2/export/__init__.py -> build/lib.linux-x86_64-cpython-310/detectron2/export copying detectron2/export/flatten.py -> build/lib.linux-x86_64-cpython-310/detectron2/export copying detectron2/export/api.py -> build/lib.linux-x86_64-cpython-310/detectron2/export copying detectron2/export/caffe2_modeling.py -> build/lib.linux-x86_64-cpython-310/detectron2/export copying detectron2/export/caffe2_export.py -> build/lib.linux-x86_64-cpython-310/detectron2/export copying detectron2/export/c10.py -> build/lib.linux-x86_64-cpython-310/detectron2/export copying detectron2/export/torchscript.py -> build/lib.linux-x86_64-cpython-310/detectron2/export copying detectron2/export/caffe2_patch.py -> build/lib.linux-x86_64-cpython-310/detectron2/export copying detectron2/export/shared.py -> build/lib.linux-x86_64-cpython-310/detectron2/export creating build/lib.linux-x86_64-cpython-310/detectron2/structures copying detectron2/structures/__init__.py -> build/lib.linux-x86_64-cpython-310/detectron2/structures copying detectron2/structures/keypoints.py -> build/lib.linux-x86_64-cpython-310/detectron2/structures copying detectron2/structures/instances.py -> build/lib.linux-x86_64-cpython-310/detectron2/structures copying detectron2/structures/boxes.py -> build/lib.linux-x86_64-cpython-310/detectron2/structures copying detectron2/structures/rotated_boxes.py -> build/lib.linux-x86_64-cpython-310/detectron2/structures copying detectron2/structures/masks.py -> build/lib.linux-x86_64-cpython-310/detectron2/structures copying detectron2/structures/image_list.py -> build/lib.linux-x86_64-cpython-310/detectron2/structures creating build/lib.linux-x86_64-cpython-310/detectron2/layers copying detectron2/layers/shape_spec.py -> build/lib.linux-x86_64-cpython-310/detectron2/layers copying detectron2/layers/__init__.py -> build/lib.linux-x86_64-cpython-310/detectron2/layers copying detectron2/layers/mask_ops.py -> build/lib.linux-x86_64-cpython-310/detectron2/layers copying detectron2/layers/blocks.py -> build/lib.linux-x86_64-cpython-310/detectron2/layers copying detectron2/layers/deform_conv.py -> build/lib.linux-x86_64-cpython-310/detectron2/layers copying detectron2/layers/losses.py -> build/lib.linux-x86_64-cpython-310/detectron2/layers copying detectron2/layers/roi_align.py -> build/lib.linux-x86_64-cpython-310/detectron2/layers copying detectron2/layers/rotated_boxes.py -> build/lib.linux-x86_64-cpython-310/detectron2/layers copying detectron2/layers/wrappers.py -> build/lib.linux-x86_64-cpython-310/detectron2/layers copying detectron2/layers/batch_norm.py -> build/lib.linux-x86_64-cpython-310/detectron2/layers copying detectron2/layers/roi_align_rotated.py -> build/lib.linux-x86_64-cpython-310/detectron2/layers copying detectron2/layers/aspp.py -> build/lib.linux-x86_64-cpython-310/detectron2/layers copying detectron2/layers/nms.py -> build/lib.linux-x86_64-cpython-310/detectron2/layers creating build/lib.linux-x86_64-cpython-310/detectron2/projects copying detectron2/projects/__init__.py -> build/lib.linux-x86_64-cpython-310/detectron2/projects creating build/lib.linux-x86_64-cpython-310/detectron2/checkpoint copying detectron2/checkpoint/c2_model_loading.py -> build/lib.linux-x86_64-cpython-310/detectron2/checkpoint copying detectron2/checkpoint/__init__.py -> build/lib.linux-x86_64-cpython-310/detectron2/checkpoint copying detectron2/checkpoint/catalog.py -> build/lib.linux-x86_64-cpython-310/detectron2/checkpoint copying detectron2/checkpoint/detection_checkpoint.py -> build/lib.linux-x86_64-cpython-310/detectron2/checkpoint creating build/lib.linux-x86_64-cpython-310/detectron2/modeling/proposal_generator copying detectron2/modeling/proposal_generator/__init__.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/proposal_generator copying detectron2/modeling/proposal_generator/rrpn.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/proposal_generator copying detectron2/modeling/proposal_generator/rpn.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/proposal_generator copying detectron2/modeling/proposal_generator/build.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/proposal_generator copying detectron2/modeling/proposal_generator/proposal_utils.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/proposal_generator creating build/lib.linux-x86_64-cpython-310/detectron2/modeling/backbone copying detectron2/modeling/backbone/__init__.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/backbone copying detectron2/modeling/backbone/build.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/backbone copying detectron2/modeling/backbone/resnet.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/backbone copying detectron2/modeling/backbone/backbone.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/backbone copying detectron2/modeling/backbone/swin.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/backbone copying detectron2/modeling/backbone/vit.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/backbone copying detectron2/modeling/backbone/mvit.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/backbone copying detectron2/modeling/backbone/regnet.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/backbone copying detectron2/modeling/backbone/fpn.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/backbone copying detectron2/modeling/backbone/utils.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/backbone creating build/lib.linux-x86_64-cpython-310/detectron2/modeling/meta_arch copying detectron2/modeling/meta_arch/__init__.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/meta_arch copying detectron2/modeling/meta_arch/fcos.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/meta_arch copying detectron2/modeling/meta_arch/rcnn.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/meta_arch copying detectron2/modeling/meta_arch/semantic_seg.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/meta_arch copying detectron2/modeling/meta_arch/build.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/meta_arch copying detectron2/modeling/meta_arch/dense_detector.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/meta_arch copying detectron2/modeling/meta_arch/panoptic_fpn.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/meta_arch copying detectron2/modeling/meta_arch/retinanet.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/meta_arch creating build/lib.linux-x86_64-cpython-310/detectron2/modeling/roi_heads copying detectron2/modeling/roi_heads/rotated_fast_rcnn.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/roi_heads copying detectron2/modeling/roi_heads/__init__.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/roi_heads copying detectron2/modeling/roi_heads/keypoint_head.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/roi_heads copying detectron2/modeling/roi_heads/fast_rcnn.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/roi_heads copying detectron2/modeling/roi_heads/cascade_rcnn.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/roi_heads copying detectron2/modeling/roi_heads/mask_head.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/roi_heads copying detectron2/modeling/roi_heads/roi_heads.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/roi_heads copying detectron2/modeling/roi_heads/box_head.py -> build/lib.linux-x86_64-cpython-310/detectron2/modeling/roi_heads creating build/lib.linux-x86_64-cpython-310/detectron2/data/datasets copying detectron2/data/datasets/register_coco.py -> build/lib.linux-x86_64-cpython-310/detectron2/data/datasets copying detectron2/data/datasets/__init__.py -> build/lib.linux-x86_64-cpython-310/detectron2/data/datasets copying detectron2/data/datasets/builtin_meta.py -> build/lib.linux-x86_64-cpython-310/detectron2/data/datasets copying detectron2/data/datasets/coco.py -> build/lib.linux-x86_64-cpython-310/detectron2/data/datasets copying detectron2/data/datasets/lvis_v0_5_categories.py -> build/lib.linux-x86_64-cpython-310/detectron2/data/datasets copying detectron2/data/datasets/pascal_voc.py -> build/lib.linux-x86_64-cpython-310/detectron2/data/datasets copying detectron2/data/datasets/cityscapes_panoptic.py -> build/lib.linux-x86_64-cpython-310/detectron2/data/datasets copying detectron2/data/datasets/coco_panoptic.py -> build/lib.linux-x86_64-cpython-310/detectron2/data/datasets copying detectron2/data/datasets/builtin.py -> build/lib.linux-x86_64-cpython-310/detectron2/data/datasets copying detectron2/data/datasets/lvis.py -> build/lib.linux-x86_64-cpython-310/detectron2/data/datasets copying detectron2/data/datasets/lvis_v1_category_image_count.py -> build/lib.linux-x86_64-cpython-310/detectron2/data/datasets copying detectron2/data/datasets/cityscapes.py -> build/lib.linux-x86_64-cpython-310/detectron2/data/datasets copying detectron2/data/datasets/lvis_v1_categories.py -> build/lib.linux-x86_64-cpython-310/detectron2/data/datasets creating build/lib.linux-x86_64-cpython-310/detectron2/data/transforms copying detectron2/data/transforms/__init__.py -> build/lib.linux-x86_64-cpython-310/detectron2/data/transforms copying detectron2/data/transforms/transform.py -> build/lib.linux-x86_64-cpython-310/detectron2/data/transforms copying detectron2/data/transforms/augmentation_impl.py -> build/lib.linux-x86_64-cpython-310/detectron2/data/transforms copying detectron2/data/transforms/augmentation.py -> build/lib.linux-x86_64-cpython-310/detectron2/data/transforms creating build/lib.linux-x86_64-cpython-310/detectron2/data/samplers copying detectron2/data/samplers/__init__.py -> build/lib.linux-x86_64-cpython-310/detectron2/data/samplers copying detectron2/data/samplers/distributed_sampler.py -> build/lib.linux-x86_64-cpython-310/detectron2/data/samplers copying detectron2/data/samplers/grouped_batch_sampler.py -> build/lib.linux-x86_64-cpython-310/detectron2/data/samplers creating build/lib.linux-x86_64-cpython-310/detectron2/projects/point_rend copying projects/PointRend/point_rend/__init__.py -> build/lib.linux-x86_64-cpython-310/detectron2/projects/point_rend copying projects/PointRend/point_rend/semantic_seg.py -> build/lib.linux-x86_64-cpython-310/detectron2/projects/point_rend copying projects/PointRend/point_rend/mask_head.py -> build/lib.linux-x86_64-cpython-310/detectron2/projects/point_rend copying projects/PointRend/point_rend/roi_heads.py -> build/lib.linux-x86_64-cpython-310/detectron2/projects/point_rend copying projects/PointRend/point_rend/color_augmentation.py -> build/lib.linux-x86_64-cpython-310/detectron2/projects/point_rend copying projects/PointRend/point_rend/point_head.py -> build/lib.linux-x86_64-cpython-310/detectron2/projects/point_rend copying projects/PointRend/point_rend/point_features.py -> build/lib.linux-x86_64-cpython-310/detectron2/projects/point_rend copying projects/PointRend/point_rend/config.py -> build/lib.linux-x86_64-cpython-310/detectron2/projects/point_rend creating build/lib.linux-x86_64-cpython-310/detectron2/projects/deeplab copying projects/DeepLab/deeplab/__init__.py -> build/lib.linux-x86_64-cpython-310/detectron2/projects/deeplab copying projects/DeepLab/deeplab/semantic_seg.py -> build/lib.linux-x86_64-cpython-310/detectron2/projects/deeplab copying projects/DeepLab/deeplab/build_solver.py -> build/lib.linux-x86_64-cpython-310/detectron2/projects/deeplab copying projects/DeepLab/deeplab/resnet.py -> build/lib.linux-x86_64-cpython-310/detectron2/projects/deeplab copying projects/DeepLab/deeplab/lr_scheduler.py -> build/lib.linux-x86_64-cpython-310/detectron2/projects/deeplab copying projects/DeepLab/deeplab/config.py -> build/lib.linux-x86_64-cpython-310/detectron2/projects/deeplab copying projects/DeepLab/deeplab/loss.py -> build/lib.linux-x86_64-cpython-310/detectron2/projects/deeplab creating build/lib.linux-x86_64-cpython-310/detectron2/projects/panoptic_deeplab copying projects/Panoptic-DeepLab/panoptic_deeplab/target_generator.py -> build/lib.linux-x86_64-cpython-310/detectron2/projects/panoptic_deeplab copying projects/Panoptic-DeepLab/panoptic_deeplab/panoptic_seg.py -> build/lib.linux-x86_64-cpython-310/detectron2/projects/panoptic_deeplab copying projects/Panoptic-DeepLab/panoptic_deeplab/__init__.py -> build/lib.linux-x86_64-cpython-310/detectron2/projects/panoptic_deeplab copying projects/Panoptic-DeepLab/panoptic_deeplab/dataset_mapper.py -> build/lib.linux-x86_64-cpython-310/detectron2/projects/panoptic_deeplab copying projects/Panoptic-DeepLab/panoptic_deeplab/post_processing.py -> build/lib.linux-x86_64-cpython-310/detectron2/projects/panoptic_deeplab copying projects/Panoptic-DeepLab/panoptic_deeplab/config.py -> build/lib.linux-x86_64-cpython-310/detectron2/projects/panoptic_deeplab creating build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs copying detectron2/model_zoo/configs/Base-RCNN-C4.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs copying detectron2/model_zoo/configs/Base-RCNN-DilatedC5.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs copying detectron2/model_zoo/configs/Base-RetinaNet.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs copying detectron2/model_zoo/configs/Base-RCNN-FPN.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs creating build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/PascalVOC-Detection copying detectron2/model_zoo/configs/PascalVOC-Detection/faster_rcnn_R_50_C4.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/PascalVOC-Detection copying detectron2/model_zoo/configs/PascalVOC-Detection/faster_rcnn_R_50_FPN.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/PascalVOC-Detection creating build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/LVISv0.5-InstanceSegmentation copying detectron2/model_zoo/configs/LVISv0.5-InstanceSegmentation/mask_rcnn_X_101_32x8d_FPN_1x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/LVISv0.5-InstanceSegmentation copying detectron2/model_zoo/configs/LVISv0.5-InstanceSegmentation/mask_rcnn_R_50_FPN_1x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/LVISv0.5-InstanceSegmentation copying detectron2/model_zoo/configs/LVISv0.5-InstanceSegmentation/mask_rcnn_R_101_FPN_1x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/LVISv0.5-InstanceSegmentation creating build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/LVISv1-InstanceSegmentation copying detectron2/model_zoo/configs/LVISv1-InstanceSegmentation/mask_rcnn_X_101_32x8d_FPN_1x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/LVISv1-InstanceSegmentation copying detectron2/model_zoo/configs/LVISv1-InstanceSegmentation/mask_rcnn_R_50_FPN_1x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/LVISv1-InstanceSegmentation copying detectron2/model_zoo/configs/LVISv1-InstanceSegmentation/mask_rcnn_R_101_FPN_1x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/LVISv1-InstanceSegmentation creating build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-Keypoints copying detectron2/model_zoo/configs/COCO-Keypoints/keypoint_rcnn_R_50_FPN_1x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-Keypoints copying detectron2/model_zoo/configs/COCO-Keypoints/keypoint_rcnn_R_50_FPN_3x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-Keypoints copying detectron2/model_zoo/configs/COCO-Keypoints/keypoint_rcnn_X_101_32x8d_FPN_3x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-Keypoints copying detectron2/model_zoo/configs/COCO-Keypoints/keypoint_rcnn_R_101_FPN_3x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-Keypoints copying detectron2/model_zoo/configs/COCO-Keypoints/Base-Keypoint-RCNN-FPN.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-Keypoints creating build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/Detectron1-Comparisons copying detectron2/model_zoo/configs/Detectron1-Comparisons/keypoint_rcnn_R_50_FPN_1x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/Detectron1-Comparisons copying detectron2/model_zoo/configs/Detectron1-Comparisons/mask_rcnn_R_50_FPN_noaug_1x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/Detectron1-Comparisons copying detectron2/model_zoo/configs/Detectron1-Comparisons/faster_rcnn_R_50_FPN_noaug_1x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/Detectron1-Comparisons creating build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/rpn_R_50_FPN_instant_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/panoptic_fpn_R_50_instant_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/semantic_R_50_FPN_instant_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/keypoint_rcnn_R_50_FPN_normalized_training_acc_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/semantic_R_50_FPN_inference_acc_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/keypoint_rcnn_R_50_FPN_instant_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/mask_rcnn_R_50_FPN_pred_boxes_training_acc_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/fast_rcnn_R_50_FPN_inference_acc_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/mask_rcnn_R_50_C4_GCV_instant_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/mask_rcnn_R_50_C4_instant_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/semantic_R_50_FPN_training_acc_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/mask_rcnn_R_50_FPN_inference_acc_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/retinanet_R_50_FPN_instant_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/panoptic_fpn_R_50_inference_acc_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/panoptic_fpn_R_50_training_acc_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/mask_rcnn_R_50_FPN_instant_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/mask_rcnn_R_50_C4_training_acc_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/mask_rcnn_R_50_FPN_training_acc_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/keypoint_rcnn_R_50_FPN_training_acc_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/retinanet_R_50_FPN_inference_acc_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/cascade_mask_rcnn_R_50_FPN_instant_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/fast_rcnn_R_50_FPN_instant_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/keypoint_rcnn_R_50_FPN_inference_acc_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/rpn_R_50_FPN_inference_acc_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/mask_rcnn_R_50_DC5_inference_acc_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/cascade_mask_rcnn_R_50_FPN_inference_acc_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules copying detectron2/model_zoo/configs/quick_schedules/mask_rcnn_R_50_C4_inference_acc_test.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/quick_schedules creating build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-Detection copying detectron2/model_zoo/configs/COCO-Detection/retinanet_R_50_FPN_1x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-Detection copying detectron2/model_zoo/configs/COCO-Detection/faster_rcnn_R_50_FPN_1x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-Detection copying detectron2/model_zoo/configs/COCO-Detection/faster_rcnn_R_101_FPN_3x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-Detection copying detectron2/model_zoo/configs/COCO-Detection/retinanet_R_50_FPN_3x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-Detection copying detectron2/model_zoo/configs/COCO-Detection/fast_rcnn_R_50_FPN_1x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-Detection copying detectron2/model_zoo/configs/COCO-Detection/faster_rcnn_R_101_DC5_3x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-Detection copying detectron2/model_zoo/configs/COCO-Detection/faster_rcnn_X_101_32x8d_FPN_3x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-Detection copying detectron2/model_zoo/configs/COCO-Detection/faster_rcnn_R_101_C4_3x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-Detection copying detectron2/model_zoo/configs/COCO-Detection/faster_rcnn_R_50_C4_3x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-Detection copying detectron2/model_zoo/configs/COCO-Detection/rpn_R_50_FPN_1x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-Detection copying detectron2/model_zoo/configs/COCO-Detection/faster_rcnn_R_50_FPN_3x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-Detection copying detectron2/model_zoo/configs/COCO-Detection/faster_rcnn_R_50_DC5_3x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-Detection copying detectron2/model_zoo/configs/COCO-Detection/retinanet_R_101_FPN_3x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-Detection copying detectron2/model_zoo/configs/COCO-Detection/rpn_R_50_C4_1x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-Detection copying detectron2/model_zoo/configs/COCO-Detection/faster_rcnn_R_50_C4_1x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-Detection copying detectron2/model_zoo/configs/COCO-Detection/faster_rcnn_R_50_DC5_1x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-Detection creating build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/Cityscapes copying detectron2/model_zoo/configs/Cityscapes/mask_rcnn_R_50_FPN.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/Cityscapes creating build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-InstanceSegmentation copying detectron2/model_zoo/configs/COCO-InstanceSegmentation/mask_rcnn_R_50_C4_3x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-InstanceSegmentation copying detectron2/model_zoo/configs/COCO-InstanceSegmentation/mask_rcnn_R_50_DC5_3x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-InstanceSegmentation copying detectron2/model_zoo/configs/COCO-InstanceSegmentation/mask_rcnn_R_50_DC5_1x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-InstanceSegmentation copying detectron2/model_zoo/configs/COCO-InstanceSegmentation/mask_rcnn_R_101_C4_3x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-InstanceSegmentation copying detectron2/model_zoo/configs/COCO-InstanceSegmentation/mask_rcnn_R_101_DC5_3x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-InstanceSegmentation copying detectron2/model_zoo/configs/COCO-InstanceSegmentation/mask_rcnn_R_50_FPN_1x_giou.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-InstanceSegmentation copying detectron2/model_zoo/configs/COCO-InstanceSegmentation/mask_rcnn_R_50_FPN_3x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-InstanceSegmentation copying detectron2/model_zoo/configs/COCO-InstanceSegmentation/mask_rcnn_R_50_C4_1x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-InstanceSegmentation copying detectron2/model_zoo/configs/COCO-InstanceSegmentation/mask_rcnn_R_50_FPN_1x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-InstanceSegmentation copying detectron2/model_zoo/configs/COCO-InstanceSegmentation/mask_rcnn_X_101_32x8d_FPN_3x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-InstanceSegmentation copying detectron2/model_zoo/configs/COCO-InstanceSegmentation/mask_rcnn_R_101_FPN_3x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-InstanceSegmentation creating build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/Misc copying detectron2/model_zoo/configs/Misc/mask_rcnn_R_50_FPN_3x_dconv_c3-c5.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/Misc copying detectron2/model_zoo/configs/Misc/cascade_mask_rcnn_X_152_32x8d_FPN_IN5k_gn_dconv.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/Misc copying detectron2/model_zoo/configs/Misc/scratch_mask_rcnn_R_50_FPN_3x_gn.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/Misc copying detectron2/model_zoo/configs/Misc/cascade_mask_rcnn_R_50_FPN_1x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/Misc copying detectron2/model_zoo/configs/Misc/scratch_mask_rcnn_R_50_FPN_9x_syncbn.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/Misc copying detectron2/model_zoo/configs/Misc/panoptic_fpn_R_101_dconv_cascade_gn_3x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/Misc copying detectron2/model_zoo/configs/Misc/mask_rcnn_R_50_FPN_3x_gn.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/Misc copying detectron2/model_zoo/configs/Misc/scratch_mask_rcnn_R_50_FPN_9x_gn.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/Misc copying detectron2/model_zoo/configs/Misc/mask_rcnn_R_50_FPN_1x_dconv_c3-c5.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/Misc copying detectron2/model_zoo/configs/Misc/mask_rcnn_R_50_FPN_1x_cls_agnostic.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/Misc copying detectron2/model_zoo/configs/Misc/cascade_mask_rcnn_R_50_FPN_3x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/Misc copying detectron2/model_zoo/configs/Misc/semantic_R_50_FPN_1x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/Misc copying detectron2/model_zoo/configs/Misc/mask_rcnn_R_50_FPN_3x_syncbn.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/Misc creating build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-PanopticSegmentation copying detectron2/model_zoo/configs/COCO-PanopticSegmentation/panoptic_fpn_R_101_3x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-PanopticSegmentation copying detectron2/model_zoo/configs/COCO-PanopticSegmentation/panoptic_fpn_R_50_1x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-PanopticSegmentation copying detectron2/model_zoo/configs/COCO-PanopticSegmentation/Base-Panoptic-FPN.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-PanopticSegmentation copying detectron2/model_zoo/configs/COCO-PanopticSegmentation/panoptic_fpn_R_50_3x.yaml -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-PanopticSegmentation creating build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/new_baselines copying detectron2/model_zoo/configs/new_baselines/mask_rcnn_regnety_4gf_dds_FPN_400ep_LSJ.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/new_baselines copying detectron2/model_zoo/configs/new_baselines/mask_rcnn_R_101_FPN_400ep_LSJ.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/new_baselines copying detectron2/model_zoo/configs/new_baselines/mask_rcnn_R_50_FPN_400ep_LSJ.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/new_baselines copying detectron2/model_zoo/configs/new_baselines/mask_rcnn_R_101_FPN_200ep_LSJ.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/new_baselines copying detectron2/model_zoo/configs/new_baselines/mask_rcnn_regnetx_4gf_dds_FPN_200ep_LSJ.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/new_baselines copying detectron2/model_zoo/configs/new_baselines/mask_rcnn_R_101_FPN_100ep_LSJ.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/new_baselines copying detectron2/model_zoo/configs/new_baselines/mask_rcnn_regnety_4gf_dds_FPN_200ep_LSJ.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/new_baselines copying detectron2/model_zoo/configs/new_baselines/mask_rcnn_R_50_FPN_100ep_LSJ.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/new_baselines copying detectron2/model_zoo/configs/new_baselines/mask_rcnn_regnetx_4gf_dds_FPN_100ep_LSJ.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/new_baselines copying detectron2/model_zoo/configs/new_baselines/mask_rcnn_regnety_4gf_dds_FPN_100ep_LSJ.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/new_baselines copying detectron2/model_zoo/configs/new_baselines/mask_rcnn_R_50_FPN_50ep_LSJ.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/new_baselines copying detectron2/model_zoo/configs/new_baselines/mask_rcnn_regnetx_4gf_dds_FPN_400ep_LSJ.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/new_baselines copying detectron2/model_zoo/configs/new_baselines/mask_rcnn_R_50_FPN_200ep_LSJ.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/new_baselines copying detectron2/model_zoo/configs/COCO-Keypoints/keypoint_rcnn_R_50_FPN_1x.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-Keypoints copying detectron2/model_zoo/configs/COCO-Detection/fcos_R_50_FPN_1x.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-Detection copying detectron2/model_zoo/configs/COCO-Detection/retinanet_R_50_FPN_1x.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-Detection creating build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/common copying detectron2/model_zoo/configs/common/optim.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/common copying detectron2/model_zoo/configs/common/train.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/common copying detectron2/model_zoo/configs/common/coco_schedule.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/common creating build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/common/models copying detectron2/model_zoo/configs/common/models/mask_rcnn_fpn.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/common/models copying detectron2/model_zoo/configs/common/models/mask_rcnn_c4.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/common/models copying detectron2/model_zoo/configs/common/models/fcos.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/common/models copying detectron2/model_zoo/configs/common/models/cascade_rcnn.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/common/models copying detectron2/model_zoo/configs/common/models/keypoint_rcnn_fpn.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/common/models copying detectron2/model_zoo/configs/common/models/panoptic_fpn.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/common/models copying detectron2/model_zoo/configs/common/models/retinanet.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/common/models copying detectron2/model_zoo/configs/common/models/mask_rcnn_vitdet.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/common/models creating build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/common/data copying detectron2/model_zoo/configs/common/data/coco_keypoint.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/common/data copying detectron2/model_zoo/configs/common/data/coco.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/common/data copying detectron2/model_zoo/configs/common/data/constants.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/common/data copying detectron2/model_zoo/configs/common/data/coco_panoptic_separated.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/common/data copying detectron2/model_zoo/configs/COCO-InstanceSegmentation/mask_rcnn_R_50_C4_1x.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-InstanceSegmentation copying detectron2/model_zoo/configs/COCO-InstanceSegmentation/mask_rcnn_regnety_4gf_dds_fpn_1x.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-InstanceSegmentation copying detectron2/model_zoo/configs/COCO-InstanceSegmentation/mask_rcnn_R_50_FPN_1x.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-InstanceSegmentation copying detectron2/model_zoo/configs/COCO-InstanceSegmentation/mask_rcnn_regnetx_4gf_dds_fpn_1x.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-InstanceSegmentation copying detectron2/model_zoo/configs/Misc/mmdet_mask_rcnn_R_50_FPN_1x.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/Misc copying detectron2/model_zoo/configs/Misc/torchvision_imagenet_R_50.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/Misc copying detectron2/model_zoo/configs/COCO-PanopticSegmentation/panoptic_fpn_R_50_1x.py -> build/lib.linux-x86_64-cpython-310/detectron2/model_zoo/configs/COCO-PanopticSegmentation running build_ext building 'detectron2._C' extension creating build/temp.linux-x86_64-cpython-310/tmp/pip-install-yed5c_5d/detectron2_a449e534cbf24e4994b5ed9b49af7121/detectron2/layers/csrc/ROIAlignRotated creating build/temp.linux-x86_64-cpython-310/tmp/pip-install-yed5c_5d/detectron2_a449e534cbf24e4994b5ed9b49af7121/detectron2/layers/csrc/box_iou_rotated creating build/temp.linux-x86_64-cpython-310/tmp/pip-install-yed5c_5d/detectron2_a449e534cbf24e4994b5ed9b49af7121/detectron2/layers/csrc/cocoeval creating build/temp.linux-x86_64-cpython-310/tmp/pip-install-yed5c_5d/detectron2_a449e534cbf24e4994b5ed9b49af7121/detectron2/layers/csrc/deformable creating build/temp.linux-x86_64-cpython-310/tmp/pip-install-yed5c_5d/detectron2_a449e534cbf24e4994b5ed9b49af7121/detectron2/layers/csrc/nms_rotated g++ -pthread -B /home/tj/miniconda3/envs/hamer/compiler_compat -Wno-unused-result -Wsign-compare -DNDEBUG -fwrapv -O2 -Wall -fPIC -O2 -isystem /home/tj/miniconda3/envs/hamer/include -fPIC -O2 -isystem /home/tj/miniconda3/envs/hamer/include -fPIC -DWITH_CUDA -I/tmp/pip-install-yed5c_5d/detectron2_a449e534cbf24e4994b5ed9b49af7121/detectron2/layers/csrc -I/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/torch/include -I/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/torch/include/torch/csrc/api/include -I/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/torch/include/TH -I/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/torch/include/THC -I/usr/local/cuda-11.7/include -I/home/tj/miniconda3/envs/hamer/include/python3.10 -c /tmp/pip-install-yed5c_5d/detectron2_a449e534cbf24e4994b5ed9b49af7121/detectron2/layers/csrc/ROIAlignRotated/ROIAlignRotated_cpu.cpp -o build/temp.linux-x86_64-cpython-310/tmp/pip-install-yed5c_5d/detectron2_a449e534cbf24e4994b5ed9b49af7121/detectron2/layers/csrc/ROIAlignRotated/ROIAlignRotated_cpu.o -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\"_gcc\" -DPYBIND11_STDLIB=\"_libstdcpp\" -DPYBIND11_BUILD_ABI=\"_cxxabi1011\" -DTORCH_EXTENSION_NAME=_C -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++17 Traceback (most recent call last): File "<string>", line 2, in <module> File "<pip-setuptools-caller>", line 35, in <module> File "/tmp/pip-install-yed5c_5d/detectron2_a449e534cbf24e4994b5ed9b49af7121/setup.py", line 151, in <module> setup( File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/setuptools/__init__.py", line 117, in setup return distutils.core.setup(**attrs) File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/setuptools/_distutils/core.py", line 186, in setup return run_commands(dist) File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/setuptools/_distutils/core.py", line 202, in run_commands dist.run_commands() File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/setuptools/_distutils/dist.py", line 1002, in run_commands self.run_command(cmd) File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/setuptools/dist.py", line 1104, in run_command super().run_command(command) File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/setuptools/_distutils/dist.py", line 1021, in run_command cmd_obj.run() File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/setuptools/command/bdist_wheel.py", line 370, in run self.run_command("build") File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/setuptools/_distutils/cmd.py", line 357, in run_command self.distribution.run_command(command) File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/setuptools/dist.py", line 1104, in run_command super().run_command(command) File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/setuptools/_distutils/dist.py", line 1021, in run_command cmd_obj.run() File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/setuptools/_distutils/command/build.py", line 135, in run self.run_command(cmd_name) File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/setuptools/_distutils/cmd.py", line 357, in run_command self.distribution.run_command(command) File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/setuptools/dist.py", line 1104, in run_command super().run_command(command) File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/setuptools/_distutils/dist.py", line 1021, in run_command cmd_obj.run() File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/setuptools/command/build_ext.py", line 99, in run _build_ext.run(self) File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/setuptools/_distutils/command/build_ext.py", line 368, in run self.build_extensions() File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/torch/utils/cpp_extension.py", line 843, in build_extensions build_ext.build_extensions(self) File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/setuptools/_distutils/command/build_ext.py", line 484, in build_extensions self._build_extensions_serial() File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/setuptools/_distutils/command/build_ext.py", line 510, in _build_extensions_serial self.build_extension(ext) File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/setuptools/command/build_ext.py", line 264, in build_extension _build_ext.build_extension(self, ext) File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/setuptools/_distutils/command/build_ext.py", line 565, in build_extension objects = self.compiler.compile( File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/setuptools/_distutils/compilers/C/base.py", line 655, in compile self._compile(obj, src, ext, cc_args, extra_postargs, pp_opts) File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/torch/utils/cpp_extension.py", line 581, in unix_wrap_single_compile cflags = unix_cuda_flags(cflags) File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/torch/utils/cpp_extension.py", line 548, in unix_cuda_flags cflags + _get_cuda_arch_flags(cflags)) File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/torch/utils/cpp_extension.py", line 1760, in _get_cuda_arch_flags capability = torch.cuda.get_device_capability(i) File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/torch/cuda/__init__.py", line 381, in get_device_capability prop = get_device_properties(device) File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/torch/cuda/__init__.py", line 395, in get_device_properties _lazy_init() # will define _get_device_properties File "/home/tj/miniconda3/envs/hamer/lib/python3.10/site-packages/torch/cuda/__init__.py", line 247, in _lazy_init torch._C._cuda_init() RuntimeError: Unrecognized CachingAllocator option: expandable_segments [end of output] note: This error originates from a subprocess, and is likely not a problem with pip. ERROR: Failed building wheel for detectron2 Running setup.py clean for detectron2 Successfully built chumpy Failed to build detectron2 error: failed-wheel-build-for-install × Failed to build installable wheels for some pyproject.toml based projects ╰─> detectron2
最新发布
10-06
首先，用户提供的是一个错误日志，描述了在构建Detectron2时遇到的问题。错误发生在运行`pip install detectron2`时，出现了构建失败。 关键错误信息是： ``` RuntimeError: Unrecognized CachingAllocator option:...
近几年video segmentation的文章
chasel's blog
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1. Spectral Graph Reduction for Efficient Image and Streaming Video Segmentation. CVPR 2014 Fabio Galasso* (Max Planck Institute), Margret Keuper (University of Freiburg), Thomas Brox (University of
干货 | 视频显著性目标检测（文末附有完整源码）
gzq0723的博客
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显著性检测近年来引起了广泛的研究兴趣。这种日益流行的原因在于在各种视觉任务(如图像分割、目标检测、视频摘要和压缩等)中有效地使用了这些模型。显著性模型大致可分为两类：人眼...
【视频显著性检测】 Flow Guided Recurrent Neural Encoder for Video Salient Object Detection【CVPR2018】【论文阅读】
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基于光流指导循环神经编码器的视频显著性检测 摘要： 归功于深度卷积神经网络，图像显着性检测已经取得了显著进展，然而，扩展最先进的图像显著性检测器到视频仍然具有挑战性。挑战主要来自物体运动、相机的运动以及视频中对比度的突然变化。在本文中，我们提出了光流引导的循环神经编码器（flow guided recurrent neural encoder FGRNE），一种准确的端到端学习的视频显著对象...
运动感知快速视频显著性检测Motion-Aware Rapid Video Saliency Detection
Doheo的博客
04-26 3769
文章《Motion-Aware Rapid Video Saliency Detection》 链接 https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8669851 （吐槽！优快云什么时候能从文档里直接复制公式，或者智能识别图片中的公式呀，打式子很累耶！） 摘要 本文提出了一种计算效率高、精度高的时空...
【数据集篇 】 多模态大模型 ：65 个测试常用基准数据集+ 涵盖13个任务
大F子的智能小课
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长期单对象跟踪（long-term single object tracking）。支持中文**: 是，包含联合国六种官方语言的平行语料。
不监督运动目标检测：一种新颖的无监督方法
gitblog_00041的博客
05-26 429
不监督运动目标检测：一种新颖的无监督方法 unsupervised_detectionAn Unsupervised Learning Framework for Moving Object Detection From Videos项目地址:https://gitcode.com/gh_mirrors/un/unsupervised_detection 在这个数字时代，计算机视觉领域的发展日新...
目前开源数据集整理
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Attention! 我的Dr.Sure项目正式上线了，主旨在分享学习Tensorflow以及DeepLearning中的一些想法。期间随时更新我的论文心得以及想法。 Github地址：https://github.com/wangqingbaidu/Dr.Sure 优快云地址：http://blog.youkuaiyun.com/wangqingbaidu 个人博客地址：http://www.wa...
【亲测免费】 探索Awesome-Video-Datasets：视频数据集的宝库
gitblog_00021的博客
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探索Awesome-Video-Datasets：视频数据集的宝库 在这个数字化的时代，视频数据在人工智能和计算机视觉领域的研究中扮演着至关重要的角色。 Awesome-Video-Datasets 是一个精心整理的资源库，它聚合了大量的公开视频数据集，为研究人员和开发者提供了一个一站式获取所需数据的平台。 项目简介 该项目由维护，其目标是收集、分类并分享各种类型的视频数据集。这些数据集涵盖了广泛...
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mqy19960330的博客
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Dorothy_Xue
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【图片描述】Flickr30k：http://web.engr.illinois.edu/~bplumme2/Flickr30kEntities/ 【图片描述】Microsoft COCO：http://cocodataset.org/ 【多标签定义图像】ESP Game：https://www.kaggle.com/c/challenges-in-representation-learnin...
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