open-vocabulary object detection (OVD)可以翻译为“面向开放词汇下的目标检测”,该任务和zero-shot目标检测非常类似,核心思想都是在可见类(base class)的数据上进行训练,然后完成对不可见类(unseen/ target)数据的识别和检测,实际上,除了核心思想类似外,很多论文其实对二者也没有进行很好的区分。 一 定义 OVD是在...
Open-Vocabulary Object Detection(OVD) 简单来说就是假设使用 Seen(Base) 类别的标注数据（包括类别和目...
In this paper, we put forth a novelformulation of the object detection problem, namely open-vocabulary object detection, which is more general, morepractical, and more effective than weakly supervised andzero-shot approaches. We propose a new method to trainobject detectors using bounding box ...
Open-vocabulary detection (OVD) aims to generalize beyond the limited number of base classes labeled during the training phase. The goal is to detect novel classes defined by an unbounded (open) vocabulary at inference.
An increasingly massive number of remote-sensing images spurs the development of extensible object detectors that can detect objects beyond training categories without costly collecting new labeled data. In this paper, we aim to develop open-vocabulary object detection (OVD) technique in aerial images ...
Open-Vocabulary Object Detectors: Robustness Challenges under Distribution Shifts evaluation of the zero-shot capabilities of three recent open-vocabulary (OV) foundation object detection models: OWL-ViT, YOLO World, and Grounding DINO... PC Chhipa,K De,MS Chippa,... 被引量: 0发表: 2024年来源...
Pre-trained vision-language models (VLMs) learn to align vision and language representations on large-scale datasets, where each image-text pair usually contains a bag of semantic concepts. However, existing open-vocabulary object detectors only align region embeddings individually with the corresponding...
[2024-2-17]:We release the code & models forYOLO-World-Segnow! YOLO-World now supports open-vocabulary / zero-shot object segmentation! [2024-2-15]:The pre-traind YOLO-World-L with CC3M-Lite is released! [2024-2-14]:We provide theimage_demofor inference on images or directories. ...
remote-sensingobject-detectionopen-vocabulary-detectionlocate-anything-on-earthfudational-detectorlae-dino UpdatedFeb 7, 2025 Python [CVPR2024 Highlight] Official repository of the paper "The devil is in the fine-grained details: Evaluating open-vocabulary object detectors for fine-grained understanding....
MEDet模型是在论文“Open Vocabulary Object Detection with Proposal Mining andPrediction Equalization”中被提出的模型,它的是“a novel proposalMining and predictionEqualization framework for open vocabulary objectDetection (MEDet)”,意思就是一种新的基于候选框挖掘和预测均衡的开放词汇目标检测。单从字面意思还...