Localization and mapping by a group of mobile communications devices
A mobile communications device for performing localization and mapping comprising at least one visual sensor for capturing visual sensor data of a local environment, and operative to derive key-point descriptors from the visual sensor data which represent visual features of the local environment, derive concealed representations of the derived key-point descriptors, by applying a current permutation to the derived key-point descriptors, determine a pose of the mobile communications device relative to a point-cloud map representing the local environment, map the derived key-point descriptors onto the point-cloud map, thereby associating each derived key-point descriptor with a position in the point-cloud map, and transmit the concealed representations of the derived key-point descriptors, together with their associated positions in the point-cloud map, to a map server. The current permutation is a shared secret, or is derivable from a shared secret, which shared secret is available to a group of mobile communications devices.
1 . A mobile communications device for performing localization and mapping, the mobile communications device comprising:
at least one visual sensor operative to capture visual sensor data of a local environment of the mobile communications device, and
processing circuitry causing the mobile communications device to be operative to:
derive key-point descriptors from the visual sensor data, the derived key-point descriptors representing visual features of the local environment;
derive concealed representations of the derived key-point descriptors, by applying a current permutation to each derived key-point descriptor;
determine a pose of the mobile communications device relative to a point-cloud map representing the local environment, wherein the point-cloud map representing the local environment is a concealed representation of a point-cloud map;
map the derived key-point descriptors onto the point-cloud map, thereby associating each derived key-point descriptor with a position in the point-cloud map, by
matching the concealed representations of the derived key-point descriptors with concealed representations of key-point descriptors comprised in the concealed representation of the point-cloud map, the key-point descriptors comprised in the concealed representation of the point-cloud map representing visual features of the local environment, and
associating the derived key-point descriptors with positions of concealed representations of key-point descriptors comprised in the concealed representation of the point-cloud map which match the concealed representations of the derived key-point descriptors; and
transmit the concealed representations of the derived key-point descriptors, together with associated positions of the derived key-point descriptors in the point-cloud map, to a map server,
wherein the current permutation is a shared secret or is derivable from a shared secret, which shared secret is available to a group of mobile communications devices comprising the mobile communications device.
2 . The mobile communications device according to claim 1 , further operative to:
acquire the concealed representation of the point-cloud map from the map server, and
reconstruct the key-point descriptors representing visual features of the local environment from the concealed representations of the key-point descriptors comprised in the concealed representation of the point-cloud map, by applying an inverse of the current permutation to the concealed representations of the key-point descriptors comprised in the concealed representation of the point-cloud map.
3 . The mobile communications device according to claim 1 , operative to derive key-point descriptors from the visual sensor data by:
extracting key points from the visual sensor data, and
deriving the key-point descriptors from the extracted key points.
4 . The mobile communications device according to claim 1 , wherein the current permutation is a combined permutation of a sequence of incremental permutations, and the shared secret is a subsequent incremental permutation, the mobile communications device further operative to derive a subsequent permutation by applying the subsequent incremental permutation to the current permutation.
5 . The mobile communications device according to claim 1 , further operative to:
receive current concealed representations of key-point descriptors from the map server,
derive subsequent concealed representations of the key-point descriptors from the received current concealed representations of the key-point descriptors, which subsequent concealed representations are different from the received current concealed representations, and
transmit the subsequent concealed representations of the key-point descriptors to the map server.
6 . The mobile communications device according to claim 5 , operative to derive the subsequent concealed representations of the key-point descriptors by applying a subsequent incremental permutation to the received current concealed representations of the key-point descriptors.
7 . The mobile communications device according to claim 1 , wherein the concealed representations of the derived key-point descriptors are transmitted to the map server for merging of the concealed representations of the derived key-point descriptors with another concealed representation of the point-cloud map comprising concealed representations of key-point descriptors, which concealed representations of key-point descriptors comprised in the another concealed representation of the point-cloud map have been concealed using the same current permutation as the transmitted concealed representations of the derived key-point descriptors.
8 . The mobile communications device according to claim 1 , wherein the at least one visual sensor comprises one or more of a monocular camera and an RGB camera, and the visual sensor data comprises one or more digital images.
9 . The mobile communications device according to claim 1 , being any one of: a smartphone, a mobile phone, a tablet, a laptop, a smartwatch, a head-mounted display device, an Augmented-Reality device, a Mixed-Reality device, an autonomous vehicle, and a drone.
10 . A method for performing localization and mapping, the method being performed by a mobile communications device and comprising:
capturing visual sensor data of a local environment of the mobile communications device, using at least one visual sensor comprised in the mobile communications device;
deriving key-point descriptors from the visual sensor data, the derived key-point descriptors representing visual features of the local environment;
deriving concealed representations of the derived key-point descriptors, by applying a current permutation to each derived key-point descriptor;
determining a pose of the mobile communications device relative to a point-cloud map representing the local environment, wherein the point-cloud map representing the local environment is a concealed representation of a point-cloud map;
mapping the derived key-point descriptors onto the point-cloud map, thereby associating each derived key-point descriptor with a position in the point-cloud map, by
matching the concealed representations of the derived key-point descriptors with concealed representations of key-point descriptors comprised in the concealed representation of the point-cloud map, the key-point descriptors comprised in the concealed representation of the point-cloud map representing visual features of the local environment, and
associating the derived key-point descriptors with positions of concealed representations of key-point descriptors comprised in the concealed representation of the point-cloud map which match the concealed representations of the derived key-point descriptors; and
transmitting the concealed representations of the derived key-point descriptors, together with associated positions of the derived key-point descriptors in the point-cloud map, to a map server,
wherein the current permutation is a shared secret or is derivable from a shared secret, which shared secret is available to a group of mobile communications devices comprising the mobile communications device.
11 . The method according to claim 10 , further comprising:
acquiring the concealed representation of the point-cloud map from the map server, and
reconstructing the key-point descriptors representing visual features of the local environment from the concealed representations of the key-point descriptors comprised in the concealed representation of the point-cloud map, by applying an inverse of the current permutation to the concealed representations of the key-point descriptors comprised in the concealed representation of the point-cloud map.
12 . The method according to claim 10 , wherein deriving key-point descriptors from the visual sensor data comprises:
extracting key points from the visual sensor data, and
deriving the key-point descriptors from the extracted key points.
13 . The method according to claim 10 , wherein the current permutation is a combined permutation of a sequence of incremental permutations, and the shared secret is a subsequent incremental permutation, the method further comprising:
deriving a subsequent permutation by applying the subsequent incremental permutation to the current permutation.
14 . The method according to claim 10 , further comprising:
receiving current concealed representations of key-point descriptors from the map server,
deriving subsequent concealed representations of the key-point descriptors from the received current concealed representations of the key-point descriptors, which subsequent concealed representations are different from the received current concealed representations, and
transmitting the subsequent concealed representations of the key-point descriptors to the map server.
15 . The method according to claim 14 , further comprising:
deriving the subsequent concealed representations of the key-point descriptors by applying a subsequent incremental permutation to the received current concealed representations of the key-point descriptors.
16 . The method according to claim 10 , wherein the concealed representations of the derived key-point descriptors are transmitted to the map server for merging of the concealed representations of the derived key-point descriptors with another concealed representation of the point-cloud map comprising concealed representations of key-point descriptors, which concealed representations of key-point descriptors comprised in the another concealed representation of the point-cloud map have been concealed using the same current permutation as the transmitted concealed representations of the derived key-point descriptors.
17 . The method according to claim 10 , wherein the at least one visual sensor comprises one or more of a monocular camera and an RGB camera, and the visual sensor data comprises one or more digital images.
18 . The method according to claim 10 , wherein the mobile communications device comprises one of: a smartphone, a mobile phone, a tablet, a laptop, a smartwatch, a head-mounted display device, an Augmented-Reality device, a Mixed-Reality device, an autonomous vehicle, and a drone.