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Project Type

Object Detection

Classification

Instance Segmentation

+3

Model Type

RF-DETR

YOLO26

YOLOv11

YOLOv8

YOLO-NAS

+4

Classes

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frame barrel barrel bushing bullets fire control unit

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Try Assembly Detection API

Run on custom image

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# 1. Import the library
from inference_sdk import InferenceHTTPClient

# 2. Connect to your workspace
client = InferenceHTTPClient(
  api_url="https://serverless.roboflow.com",
  api_key="API_KEY"
)

# 3. Run your workflow on an image
result = client.run_workflow(
  workspace_name="<YOUR_WORKSPACE>",
  workflow_id="<YOUR_WORKFLOW_ID>",
  images={
    "image": "YOUR_IMAGE.jpg"  # Path to your image file
  },
  parameters={
    "classes": "assembly"
  },
  use_cache=True  # cache workflow definition for 15 minutes
)

# 4. Get your results
print(result)

Top Assembly Datasets and Models

The datasets below can be used to train fine-tuned models for assembly detection. You can explore each dataset in your browser using Roboflow and export the dataset into one of many formats.

Related Objects of Interest:

frame barrel barrel bushing bullets fire control unit

Automotive parts detection project thumbnail

Object Detection

Automotive parts detection

4.03k images6

Cylinder Head Exhaust Valve Spring Seat Washer Spring with Collet Stem Seal Valve Assembly

Auto Parts Detection project thumbnail

Object Detection

Auto Parts Detection

34 images

BOLT CHAIN TIMING ELEMENT AIR CLEANER GASKET OIL DRAIN PLUG JET COMPONENT PISTON COOLING OIL FILTER PUMP ASSEMBLY FUEL PUMP ASSEMBLY OIL RAIL ASSEMBLY CNG SPARK PLUG

D - Prince Bike Parts 1000 project thumbnail

Object Detection

D - Prince Bike Parts 1000

by May Factory Components

998 images1 model

cylinder-head exhaust-valve spring-seat-washer spring-with-collets valve-assembly

final_dataset project thumbnail

Object Detection

final_dataset

10.9k images

motor speaker assembly enclosure unit wire_plug

Classification_défauts project thumbnail

Classification_défauts

by Arts et Mtiers

422 images

bad assembly of heel lift missing butterfly nut missing claw missing claw screw missing crampon screw missing heel lift screw missing lock missing pivot missing plate missing washer missing_crampon open lock

scaffold-detect-ver2 project thumbnail

Object Detection

scaffold-detect-ver2

5.31k images1 model

5 inches caster Anti tip assembly Brace C clamp Locking pin Lower ladder Mounting bracket Piece support Pipe Support Platform Shelf brace Tightening knob Upper ladder Wire grid shelf (L)Wire grid shelf (S)

1.0 CFJ IAUC OD project thumbnail

Object Detection

1.0 CFJ IAUC OD

by MrK

2.51k images1 model1

assembly-full exterior grade interior

Coil Assembly project thumbnail

Instance Segmentation

Coil Assembly

176 images

Base Plate Coil-Assembly Coil_Point

test project thumbnail

Object Detection

test

67 images

screw Adjusting screw Car assembly screw holes Purple breathable patch part

scaffold-detect-ver2-main-16 project thumbnail

Object Detection

scaffold-detect-ver2-main-16

5.26k images

5 in. caster 6 in. caster Anti-tip assembly Brace C clamp Locking pin Lower ladder Mounting bracket Piece support Pipe Support Platform Shelf brace Tightening knob Upper ladder Wire grid shelf -L-Wire grid shelf -S-

action-detection project thumbnail

Object Detection

action-detection

1.07k images1 model3

action put component 2 put components 1 ready right position of component 2 right position of components 1 wright assembly wrong position

detection_defauts_assemblage project thumbnail

Object Detection

detection_defauts_assemblage

by Arts et Mtiers

422 images

bad assembly of heel lift missing butterfly nut missing claw missing claw screw missing crampon missing crampon screw missing heel lift screw missing lock missing pivot missing plate missing washer open lock

final vortex project thumbnail

Object Detection

final vortex

by Kumaraguru college of Technology

30 images

feedback module feedback module in mounting track feedback module with grounding track feedback module with resistor module ground block assembly grounding track assembly mounting track assembly resistor module assembly souriau terminal block switch module

Pnematic Assembly project thumbnail

Object Detection

Pnematic Assembly

94 images1 model

cylinder top Assembly-detection QR base largenut piston smallnut

Car_Objects project thumbnail

Object Detection

Car_Objects

3.21k images

motor speaker assembly enclosure unit wire_plug

New Pictures project thumbnail

Object Detection

New Pictures

by 7th Street Vision System

39 images

Missing Coil Cleaner Missing Extractor Tool Missing Floor Tool proper-assembly

s4BLSfinal project thumbnail

Instance Segmentation

s4BLSfinal

4.89k images

Motherboard_Component project thumbnail

Object Detection

Motherboard_Component

by CV

132 images1 model

* collaborate with your team on computer vision projects ==============================Assembly Quality Detect - v1 2024-09-26 7:34pm Roboflow is an end-to-end computer vision platform that helps you This dataset was exported via roboflow.com on September 26, 2024 at 7:39 PM GMT

1.1 CFJ IAUC OD project thumbnail

Object Detection

1.1 CFJ IAUC OD

48.4k images3 models

44 assembly-full exterior grade interior

door_frame project thumbnail

Object Detection

door_frame

3.21k images

motor speaker assembly enclosure unit wire_plug

vortex project thumbnail

Object Detection

vortex

by Kumaraguru college of Technology

29 images1 model2

Diode/Resistor module assembly feedback module feedback module with grounding track feedback module with mounting track feedback module with resistor module ground block assembly grounding track assembly mounting track assembly program switch module souriau terminal block

Assembly System Detector project thumbnail

Object Detection

Assembly System Detector

652 images1 model6

assembly-system

LH_project Ajou project thumbnail

Object Detection

LH_project Ajou

by Construction

306 images2 models

This is concrete pouring This is excavation This is rebars assembly

Multi-Modal project thumbnail

Object Detection

Multi-Modal

200 images1 model1

Assembly Inventory Reference

Damage project thumbnail

Object Detection

Damage

by fojavs Workspace

482 images

hole Hinges Assembly Broken bent csc_plate cut lock_bar_bent rear_post_j_bar

DMS NextGen project thumbnail

Object Detection

DMS NextGen

by SCAPE Technologies AS

961 images

part_10_ProFab-Lattice-Cube part_11_reuleaux part_12_helical-bevel-gear part_1_05-0-00-56 part_2_Conformal-isogrid part_3_Topology optimization part_4_Sphere part_5_Tubular part_6_Polia-HTD-5M-66-15-Trampa part_7_launch-assembly-body part_8_launch-assembly-nozzle-connector part_9_launch-assembly-pressure-connector-house

bearing project thumbnail

Object Detection

bearing

97 images2 models5

bearing not good assembly

fix_motor project thumbnail

Object Detection

fix_motor

8.19k images

motor speaker assembly enclosure motor_grip unit wire_plug

My First Project project thumbnail

Object Detection

My First Project

by Project tornado

360 images1 model

Assembly Error Incomplete Rubber Bumper No Casing No Rubber Bumper Rubber Bumper Installed Top Cover not fit well Upside-Down Rubber Bumper

Lego Detection project thumbnail

Object Detection

Lego Detection

103 images

2-2-block 4-2-block Stacked-Tower assembly-base biah-hole lefthand mini-stairway righthand stacked-bridge stacked-stairs surrogate-hand tower-head

scaffold-detect-ver1-main project thumbnail

Object Detection

scaffold-detect-ver1-main

5.26k images

5 in. caster Anti-tip assembly Brace C clamp Locking pin Lower ladder Mounting bracket Piece support Pipe Support Platform Shelf brace Tightening knob Upper ladder Wire grid shelf -L-Wire grid shelf -S-

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