System and method for plant treatment based on neighboring effects
A method for plant treatment, including: receiving a first measurement for a plant from a sensor as the sensor moves within a geographic area comprising a plurality of plants; in response to receipt of the first measurement and prior to receipt of a second measurement for a second plant of the plurality, determining a set of treatment mechanism operation parameters for the plant to optimize a geographic area output parameter based on the first measurement and historical measurements for the geographic area; determining an initial treatment parameter for the plant; and operating a treatment mechanism in a treatment mode based on the set of operating parameters in response to satisfaction of the initial treatment parameter.
1. A plant identification system removably couplable from a farming machine, the plant identification system comprising:
a first coupling mechanism configured to removably couple the plant identification system to the farming machine;
a detection mechanism configured to capture an image of a plurality of plants in a field;
a non-transitory computer readable storage medium storing computer program code for identifying and spraying plants with spray treatments in the field;
a processor configured to execute the stored computer program code that, when executed by the processor, causes the processor to:
identify, in the image, a plant of the plurality of plants in the field;
determine spray parameters for a spray treatment configured to treat the identified plant;
generate spray instructions that, when actuated by a spray mechanism coupled to the farming machine, treat the identified plant with the spray treatment using the determined spray parameters as the farming machine drives through the field.
2. The plant identification system of claim 1 , wherein executing the stored computer program code further causes the processor to:
actuate the spray mechanism to treat the identified plant using the generated spray instructions.
3. The plant identification system of claim 1 , further comprising a second coupling mechanism configured to removably couple the spray mechanism to the farming machine and wherein the spray mechanism is removably coupled to the farming machine by the second coupling mechanism.
4. The plant identification system of claim 1 , wherein:
identifying the plant of the plurality of plants in the field further causes the processor to identify a plant feature for the plant in the image; and
determining spray parameters for the spray treatment for the identified plant is based on the identified plant feature.
5. The plant identification system of claim 1 , wherein executing the stored computer program code further causes the processor to:
identify a spray position of the plant in the field based on a location of the plant in the image relative to a position of the detection mechanism removably coupled to the farming machine; and
position the spray mechanism such that an active area of the spray mechanism aligns with the spray position for the identified plant.
6. The plant identification system of claim 1 , wherein executing the computer program code further causes the processor to:
access a machined learned model configured to identify pixels in images as plants;
apply the machine learned model to the image, the machine learned model extracting one or more plant features values indicating one or more pixels in the image represent the plant; and
identify the pixels in the image as the plant based on the extracted plant feature values.
7. The plant identification system of claim 1 , wherein executing the computer program code further causes the processor to:
capture an additional image of the plant after spraying the plant with the spray; and
identify an effect of the spray on the identified plant based on the additional image.
8. A method comprising:
coupling a plant identification system to a farming machine configured to travel through
a field comprising a plurality of plants, the plant identification system comprising:
a detection mechanism configured to capture images of plants in a field,
a non-transitory computer readable storage medium storing computer program code for identifying and spraying plants with spray treatments in the field;
a processor configured to execute stored computer program code and cause the processor to:
identify plants in images captured by the detection mechanism,
determine spray parameters for spray treatments configured to treat identified plants, and
generate, for a spray mechanism coupled to the farming machine, spray instructions for spraying identified plants according to the determined spray parameters;
capturing, using the detection mechanism coupled to the farming machine, an image of a plant in the plurality of plants in the field as the farming machine drives through the field;
identifying, using the processor coupled to the farming machine, the plant in the field;
determining, using the processor coupled to the farming machine, spray parameters for a spray treatment configured to treat the identified plant;
generating, using the processor coupled to the farming machine, spray instructions that, when actuated by the spray mechanism coupled to the farming machine, treat the identified plant using the determined spray parameters as the farming machine drives through the field.
9. The method of claim 8 , further comprising:
actuating the spray mechanism to treat the identified plant using the generated spray instructions.
10. The method of claim 8 , further comprising a second coupling mechanism configured to removably couple the spray mechanism to the farming machine and wherein the spray mechanism is coupled to the farming machine via the second coupling mechanism.
11. The method of claim 8 , wherein identifying the plant of the plurality of plants in the field further comprises:
identifying a plant feature for the plant in the image; and
determining spray parameters for the spray treatment for the identified plant based on the identified plant feature.
12. The method of claim 8 , further comprising:
identifying a spray position of the plant in the field based on a location of the plant in the image relative to a position of the detection mechanism removably coupled to the farming machine; and
positioning the spray mechanism such that an active area of the spray mechanism aligns with the spray position for the identified plant.
13. The method of claim 8 , further comprising:
accessing a machined learned model configured to identify pixels in images as plants;
applying the machine learned model to the image, the machine learned model extracting one or more plant features values indicating one or more pixels in the image represent the plant; and
identifying the pixels in the image as the plant based on the extracted plant feature values.
14. The method of claim 8 , further comprising:
capturing an additional image of the plant after spraying the plant with the spray; and
identifying an effect of the spray on the identified plant based on the additional image.
15. A farming machine comprising:
a first coupling mechanism configured to couple components to the farming machine;
a detection mechanism coupled to the farming machine by the first coupling mechanism, the detection mechanism configured to capture an image of a plurality of plants in a field;
a non-transitory computer readable storage medium coupled to the farming machine by the first coupling mechanism, the non-transitory computer readable storage medium storing computer program code for identifying and spraying plants with spray treatments in the field;
a processor coupled to the farming machine by the first coupling mechanism, the processor configured to execute the stored computer program code that, when executed by the processor, causes the processor to:
identify, in the image, a plant of the plurality of plants in the field;
determine spray parameters for a spray treatment configured to treat the identified plant;
generate spray instructions that, when actuated by a spray mechanism coupled to the farming machine, treat the identified plant with the spray treatment using the determined spray parameters as the farming machine drives through the field.
16. The farming machine of claim 15 , further comprising a second coupling mechanism configured to removably couple the spray mechanism to the farming machine and wherein the spray mechanism is coupled to the farming machine via the second coupling mechanism.
17. The farming machine of claim 15 , wherein:
identifying the plant of the plurality of plants in the field further causes the processor to identify a plant feature for the plant in the image; and
determining spray parameters for the spray treatment for the identified plant is based on the identified plant feature.
18. The farming machine of claim 15 , wherein executing the stored computer program code further causes the processor to:
identify a spray position of the plant in the field based on a location of the plant in the image relative to a position of the detection mechanism removably coupled to the farming machine; and
position the spray mechanism such that an active area of the spray mechanism aligns with the spray position for the identified plant.
19. The farming machine of claim 15 , wherein executing the computer program code further causes the processor to:
access a machined learned model configured to identify pixels in images as plants;
apply the machine learned model to the image, the machine learned model extracting one or more plant features values indicating one or more pixels in the image represent the plant; and
identify the pixels in the image as the plant based on the extracted plant feature values.
20. The farming machine of claim 15 , wherein executing the computer program code further causes the processor to:
capture an additional image of the plant after spraying the plant with the spray; and
identify an effect of the spray on the identified plant based on the additional image.