该类还实现了数据增强的预测方法_predict_augment,用于在推理时对输入图像进行多种变换以提高模型的鲁棒性。 OBBModel、SegmentationModel和PoseModel类分别继承自DetectionModel,用于处理特定任务,如有向边界框检测、图像分割和姿态估计。每个类都有自己的损失函数初始化方法,确保在训练时使用适合其任务的损失计算方式。
Ma et al. reported that using a combination of single-cell and spatial RNA sequencing, they identified an SFRP2+ fibroblast subset, which can directly and indirectly augment IL-17A and TNF inflammatory responses. These researchers also described FB-KC crosstalk in amplifying inflammatory responses ...
Introduction Cancer immunotherapy is a promising option for chemotherapy-resistant cancers and cancers with poor salvage rates for recurrent disease1. Cancer immunotherapy strategies can be broadly categorized into those that use immune checkpoint inhibitors to augment the suppressed immune response2, and ad...
We start from a text tokenizer with a vocabulary size V , and augment it with N additional time tokens, resulting in a tokenizer with V + N tokens. The time tokens represent relative timestamps in a video, as we quantize a video of duration T into N...
Similarly, excessive c-Myc was suggested to augment gene expression by increasing the release of paused Pol II and thus facilitating active elongation, thereby alleviating rate-limiting constraints on tumor cell growth and proliferation [23]. Furthermore, viruses utilize or modify transcription ...
A typical sampling method for classification models is to augment a latent continuous value zi for each categorical variable yi47, and sample from the joint distribution of z1:n along with β and λ (e.g.38) with Gibbs sampling; we then can borrow algorithms developed for regression models ...
Considering its economic importance, efforts has been undertaken to augment its economically and agronomically significant traits like oil content, oil quality, seed size, pod shattering and pathogen resistance [14-21]. However, only a few studies have addressed the effects of abiotic stresses in ...
Since the transformer is permutation- invariant, we augment word embeddings with learnable po- sition embeddings [46]. For the final model outputs, we need to map the embeddings back to words. To this end, we employ a multi-layer perceptron with a softmax to s...
The state extension provides additional monitoring and recording technology to augment the stateless, static packet-filter technology. State information is recorded when a TCP connection or UDP exchange is initiated. Subsequent packets are examined not only based on the static tuple information, but also...
该类还实现了数据增强的预测方法_predict_augment,用于在推理时对输入图像进行多种变换以提高模型的鲁棒性。 OBBModel、SegmentationModel和PoseModel类分别继承自DetectionModel,用于处理特定任务,如有向边界框检测、图像分割和姿态估计。每个类都有自己的损失函数初始化方法,确保在训练时使用适合其任务的损失计算方式。