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Telangana: Truck carrying transformer oil catches fire on Mumbai Highway; no casualties

A truck carrying transformer oil caught fire on the Mumbai Highway in Beeramguda area here on Tuesday morning, and a car parked beside it also gutted, police said. ....

Andhra Pradesh , Mumbai Highway , Sangareddy District Fire Officerv Srinivas , Ews India ,

"Time-rEversed DiffusioN tEnsor Transformer: A New TENET of Few-Shot Ob" by Shan Zhang, Naila Murray et al.

In this paper, we tackle the challenging problem of Few-shot Object Detection. Existing FSOD pipelines (i) use average-pooled representations that result in information loss; and/or (ii) discard position information that can help detect object instances. Consequently, such pipelines are sensitive to large intra-class appearance and geometric variations between support and query images. To address these drawbacks, we propose a Time-rEversed diffusioN tEnsor Transformer (TENET), which i) forms high-order tensor representations that capture multi-way feature occurrences that are highly discriminative, and ii) uses a transformer that dynamically extracts correlations between the query image and the entire support set, instead of a single average-pooled support embedding. We also propose a Transformer Relation Head (TRH), equipped with higher-order representations, which encodes correlations between query regions and the entire support set, while being sensitive to the positional variabilit ....

Few Shot Object , Ensor Transformer , Transformer Relation Head , Few Shot Object Detection , Eat Diffusion Process , Igh Order Pooling , Ultiple Order Pooling ,

"A novel state-of-health estimation for the lithium-ion battery using a" by Xinyu Gu, K. W. See et al.

State-of-health (SOH) estimation of lithium-ion batteries is crucial for ensuring the reliability and safety of battery operation while keeping maintenance and service costs down in the long run. This study suggests a novel SOH estimation based on data pre-processing methods and a convolutional neural network (CNN)-Transformer framework. In data pre-processing, highly related features are selected by the Pearson correlation coefficient (PCC). Principal correlation analysis (PCA) is also employed to minimize the computational burden of the estimation model by eliminating redundant feature information. Then, all the features are normalized by the min-max feature scaling method, which will speed up the training process to reach the minimum cost function. After pre-processing, all the features are fed into the CNN-Transformer model. The dataset of the battery from the NASA is employed as a training and testing dataset to build the proposed model. The simulations indicate that the proposed ....

Convolution Neural Network Cnn , Lithium Ion Battery , Ong Short Term Memory Lstm , Tate Of Health Soh ,

KPIX CBS Weekend News June 4, 2024 02:00:00

live from the cbs studios in san francisco, i m brian hackney. i m andrea nakano. we begin with the massive power outage in the east bay. a pg&e transformer in oakland exploded. it happened and 1:00. the oakland airport was impacted and though the power there has been back on for a couple of hours. and a look at the pg&e map showing the extent of the outage, more than 50,000 customers are in the dark. though the city of alameda s power agency says everyone there has their power back on again. the outage also knocked out traffic lights at major intersections. as you can see, drivers took turns passing through the intersection. and on some streets, cars were backed up for a few blocks but traffic did keep flowing. betty yu is live at oakland airport where power is slowly being restored and betty, is here with how all this happened. betty? reporter: and andrea, that s right. pg&e says that it hopes to have power fully back on here ....

Oakland Airport , Pg E , Power Outage , Cbs Studios , San Francisco , East Bay , Andrea Nakano , Brian Hackney , Power Agency , Traffic Lights , Betty Yu , That S Right ,