Merge branch 'master' of https://github.com/wbailer/few-shot-object-d… Jul 14, 2021 requirements.txt register few-shot datasets Oct 23, 2020 setup.py added setup and init (in demo) for creating package Dec 22,
Few-Shot Object Detection (FsDet) FsDet contains the official few-shot object detection implementation of the ICML 2020 paper Frustratingly Simple Few-Shot Object Detection. In addition to the benchmarks used by previous works, we introduce new benchmarks on three datasets: PASCAL VOC, COCO, ...
Extensive experiments on the PASCAL VOC, MS-COCO and Object365 benchmarks demonstrate that the proposed method achieves state-of-the-art performance. Source code is publicly available at https://github.com/HuangLian126/DGFIDaCL .doi:10.1007/s10489-022-04243-3Huang, Lian...
先随机(random seed为当前seed)选取k=5张图片(因为每张图片至少有1个属于该class的object,所以最多使用5张图片就能得到至少5个object) 遍历这k=5张包含属于该class的object的图片(不一定遍历完所有图片,持续遍历直到刚刚好采样到k个属于该class的object) 如果如果当前图片中的某个object已被采样过,则跳过这张图片;...
基本信息标题:Few-Shot Object Detection via Association and DIscrimination链接:https://arxiv.org/abs/2111.11656代码:https://github.com/yhcao6/FADI来源:NIPS2021作者、机构文章概要背景/问题背景:现…
论文笔记:AugFPN: Improving Multi-scale Feature Learning for Object Detection 代码:https://github.com/Gus-Guo/AugFPN 论文:https://arxiv.org/abs/1912.05384 摘要 现有的SOTA检测器都使用了构建特征金字塔(不同尺度的特征组合),来提升对不同尺度(大小)的目标的检测鲁棒性。而FPN是其中的代表性工作 本文对FPN...
代码:https://github.com/bingykang/Fewshot_Detection 1.研究背景 深度卷积神经网络最近在目标检测方面的成功很大程度上依赖于大量带有准确边界框标注的训练数据。当标记数据不足时,CNNs会严重过度拟合而不能泛化。计算机视觉系统需要从少量样本中进行检测的学习能力,因为一些对象类别天生就样本稀缺,或者很难获得它们的...
https://github.com/MegviiDetection/FSCE Emerging interests have been brought to recognize previously unseen objects given very few training examples, known as few-shot object detection (FSOD). Recent researches demonstrate that good feature embedding is the key to reach favorable few-shot learning per...
(fsdet) jonbrkr@iad12-dhcp-142-207-122 few-shot-object-detection % python3 -m demo.demo --config-file configs/COCO-detection/faster_rcnn_R_101_FPN_ft_all_1shot.yaml \--input portraitjpg.jpg --opts MODEL.DEVICE cpu MODEL.WEIGHTS fsdet://coco/tf...
代码:https://github.com/ucbdrive/few-shot-object-detection Abstract Detecting rare objects from a few examples is an emerging problem. Prior works show meta learning is a promising approach. But, fine-tuning techniques have drawn scant attention. We find that fine-tuning only the last layer of...