公开(公告)号：US11900580B2

公开(公告)日：2024-02-13

申请号：US17158585

申请日：2021-01-26

Applicant: X Development LLC

Inventor： Benjamin Goddard Mullet

IPC: G06T7/00 ,  G06N20/00 ,  G06V20/10 ,  G06Q50/16 ,  G06F18/214 ,  G06Q30/02 ,  G06Q40/08 ,  G06Q50/26

CPC classification number: G06T7/0002 ,  G06F18/214 ,  G06N20/00 ,  G06Q50/16 ,  G06V20/176 ,  G06V20/188 ,  G06Q30/0278 ,  G06Q40/08 ,  G06Q50/26 ,  G06T2207/20081 ,  G06T2207/30188

Abstract: Methods, systems, and apparatus for receiving a request for a damage propensity score for a parcel, receiving imaging data for the parcel, wherein the imaging data comprises street-view imaging data of the parcel, extracting, by a machine-learned model including multiple classifiers, characteristics of vulnerability features for the parcel from the imaging data, determining, by the machine-learned model and from the characteristics of the vulnerability features, a damage propensity score for the parcel, and providing a representation of the damage propensity score for display.

公开(公告)号：US20250117913A1

公开(公告)日：2025-04-10

申请号：US18985943

申请日：2024-12-18

Applicant: X Development LLC

Inventor： Benjamin Goddard Mullet

IPC: G06Q40/08

Abstract: Methods, systems, and apparatus for receiving a request for a damage propensity score for a parcel, receiving imaging data for the parcel, wherein the imaging data comprises street-view imaging data of the parcel, extracting, by a machine-learned model including multiple classifiers, characteristics of vulnerability features for the parcel from the imaging data, determining, by the machine-learned model and from the characteristics of the vulnerability features, a damage propensity score for the parcel, and providing a representation of the damage propensity score for display.

公开(公告)号：US20220366533A1

公开(公告)日：2022-11-17

申请号：US17322562

申请日：2021-05-17

Applicant: X Development LLC

Inventor： Eliot Julien Cowan ,  David Andre ,  Benjamin Goddard Mullet

IPC: G06T3/40 ,  G06T7/90 ,  G06T7/194

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for generating high-resolution fire distribution maps. In some implementations, a computer-implemented system obtains a low-resolution distribution map indicating fire distribution of an area with fire burning and a reference map indicating features of the same area. The system processes the low-resolution distribution map and the reference map using a generator neural network to generate output data including a high-resolution synthesized distribution map indicating fire distribution of the area. The generator neural network is trained, based on a plurality of training examples, with a discriminator neural network that outputs a prediction of whether an input to the discriminator neural network is a real distribution map or a synthesized distribution map.

公开(公告)号：US20240104710A1

公开(公告)日：2024-03-28

申请号：US18535597

申请日：2023-12-11

Applicant: X Development LLC

Inventor： Benjamin Goddard Mullet

IPC: G06T7/00 ,  G06F18/214 ,  G06N20/00 ,  G06Q50/16 ,  G06V20/10

CPC classification number: G06T7/0002 ,  G06F18/214 ,  G06N20/00 ,  G06Q50/16 ,  G06V20/176 ,  G06V20/188 ,  G06Q30/0278

Abstract: Methods, systems, and apparatus for receiving a request for a damage propensity score for a parcel, receiving imaging data for the parcel, wherein the imaging data comprises street-view imaging data of the parcel, extracting, by a machine-learned model including multiple classifiers, characteristics of vulnerability features for the parcel from the imaging data, determining, by the machine-learned model and from the characteristics of the vulnerability features, a damage propensity score for the parcel, and providing a representation of the damage propensity score for display.

公开(公告)号：US12205263B2

公开(公告)日：2025-01-21

申请号：US18535597

申请日：2023-12-11

Applicant: X Development LLC

Inventor： Benjamin Goddard Mullet

IPC: G06T7/00 ,  G06F18/214 ,  G06N20/00 ,  G06Q50/16 ,  G06V20/10 ,  G06Q30/02 ,  G06Q40/08 ,  G06Q50/26

Abstract: Methods, systems, and apparatus for receiving a request for a damage propensity score for a parcel, receiving imaging data for the parcel, wherein the imaging data comprises street-view imaging data of the parcel, extracting, by a machine-learned model including multiple classifiers, characteristics of vulnerability features for the parcel from the imaging data, determining, by the machine-learned model and from the characteristics of the vulnerability features, a damage propensity score for the parcel, and providing a representation of the damage propensity score for display.

公开(公告)号：US20220237764A1

公开(公告)日：2022-07-28

申请号：US17158585

申请日：2021-01-26

Applicant: X Development LLC

Inventor： Benjamin Goddard Mullet

IPC: G06T7/00 ,  G06Q50/16 ,  G06N20/00 ,  G06K9/00 ,  G06K9/62

Abstract: Methods, systems, and apparatus for receiving a request for a damage propensity score for a parcel, receiving imaging data for the parcel, wherein the imaging data comprises street-view imaging data of the parcel, extracting, by a machine-learned model including multiple classifiers, characteristics of vulnerability features for the parcel from the imaging data, determining, by the machine-learned model and from the characteristics of the vulnerability features, a damage propensity score for the parcel, and providing a representation of the damage propensity score for display.