Analysis Modules

Reusable plant and agricultural analysis modules with a versioned job API contract.

20 modulesJSON ยท YAML
Wheat heads detected by Falcon Perception

Falcon Perception

Locate or segment objects described by a natural-language query.

  • object detection
  • instance segmentation
  • visual grounding
image.falcon_perception
AgriFM cropland mapping visualization

AgriFM Cropland Mapping

Map cropland from multitemporal Sentinel-2 HDF5 data.

  • cropland mapping
  • semantic segmentation
  • remote sensing
dataset.agrifm
Segmented barley seeds with shape measurements

Barley Seed Shape Analysis

Segment barley seeds and calculate shape measurements.

  • instance segmentation
  • shape analysis
image.barley_seed_shape_analysis
Handwritten table interpreted by Falcon OCR

Falcon OCR

Extract plain text or structured layout regions from document images.

  • ocr
  • document understanding
image.falcon_ocr
FoMo4Wheat integrated wheat analysis visualization

FoMo4Wheat ViT-B/14

Wheat analysis with the ViT-B/14 FoMo4Wheat backbone and task heads.

  • classification
  • object detection
  • semantic segmentation
  • counting
image.fomo4wheat.vit_b
Representative FoMo4Wheat integrated wheat analysis visualizationshared

FoMo4Wheat ViT-L/14

Wheat analysis with the ViT-L/14 FoMo4Wheat backbone and task heads.

  • classification
  • object detection
  • semantic segmentation
  • counting
image.fomo4wheat.vit_l
Representative FoMo4Wheat integrated wheat analysis visualizationshared

FoMo4Wheat ViT-G/14

Wheat analysis with the ViT-G/14 FoMo4Wheat backbone and task heads.

  • classification
  • object detection
  • semantic segmentation
  • counting
image.fomo4wheat.vit_g
Representative agricultural image for Gemma 4 E4Bprovisional

Gemma 4 E4B

Describe agricultural images and answer visual questions.

  • image captioning
  • visual question answering
image.gemma4_e4b
Agricultural image description generated by Gemma 4 E4B GGUF

Gemma 4 E4B GGUF

Describe agricultural images with the llama.cpp GGUF runtime.

  • image captioning
  • visual question answering
image.gemma4_e4b_gguf
Wheat heads detected by Global Wheat 2021

Global Wheat 2021

Detect and count wheat heads in field images.

  • object detection
  • counting
image.globalwheat2021
Segmented cauliflower plants

GrowliFlower Segmentation

Segment cauliflower plants for growth analysis.

  • instance segmentation
  • growth analysis
image.growliflower
Flower buds localized by LocateAnything-3B

LocateAnything-3B

Locate objects from category names or natural-language descriptions.

  • object detection
  • visual grounding
  • pointing
image.visual_grounding.locateanything_3b
Strawberry leaf disease classified by PlantVillage

PlantVillage Classification

Classify strawberry leaf diseases from an image.

  • image classification
  • disease diagnosis
image.plantvillage_cls
Flowers segmented by SAM3

SAM3 Segmentation

Segment objects in images or videos using text, point, or box prompts.

  • instance segmentation
  • visual grounding
image.segmentation.sam3video.segmentation.sam3
Representative prompt-based segmentation for SAM3.1provisional

SAM3.1 Segmentation

Segment objects in images or videos with the SAM3.1 model.

  • instance segmentation
  • visual grounding
image.segmentation.sam3_1video.segmentation.sam3_1
Strawberry reconstructed as a 3D object

SAM 3D Objects

Reconstruct one or more 3D objects from an image and masks.

  • 3d reconstruction
  • object segmentation
image.sam3d_objects
Plant instances segmented by SDM

SDM (SAM2 + CLIP)

Perform zero-shot instance segmentation with SAM2 and CLIP.

  • instance segmentation
  • zero shot classification
image.sdm
Strawberry disease bounding-box detections

Strawberry Detection

Detect diseases and conditions in strawberry plant images.

  • object detection
  • disease diagnosis
image.strawberry_det
Strawberry disease detections produced with SAHI

Strawberry Detection (SAHI)

Detect strawberry diseases in high-resolution images using sliced inference.

  • object detection
  • disease diagnosis
  • sliced inference
image.strawberry_det_sahi
Segmented strawberry disease regions

Strawberry Instance Segmentation

Segment individual strawberry disease regions and plant parts.

  • instance segmentation
  • disease diagnosis
image.strawberry_instseg