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Object Detection

Classification

Instance Segmentation

+3

Model Type

RF-DETR

YOLO26

YOLOv11

YOLOv8

YOLO-NAS

+4

Classes

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fish shark starfish octopus turtle

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Try Ray Detection API

Run on custom image

Drop or click to upload

# 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": "ray"
  },
  use_cache=True  # cache workflow definition for 15 minutes
)

# 4. Get your results
print(result)

Top Ray Datasets and Models

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

Related Objects of Interest:

fish shark starfish octopus turtle

fish project thumbnail

Object Detection

fish

452 images4

rock hali mack ray snap

Fish project thumbnail

Object Detection

Fish

by Fish Detection

58 images14

Species Fish project thumbnail

Object Detection

Species Fish

by President University

150 images1 model

fish Blue Tang Fish Butterflyfish Clownfish Cuttlefish Lionfish Marlin Octopus Orca Parrotfish Puffer fish Ray Sailfish Slug Sunfish Tuna

fish detection project thumbnail

Object Detection

fish detection

121 images2 models1

crab dolphin fish shark turtle whale \crab\fish-octopus-H36S jelly fish lobster octopus ray fish seal tortoise

Fish-ID project thumbnail

Instance Segmentation

Fish-ID

44 images

0 1 Alopias superciliosus Fish JP devil ray Oarfish Sailfish Striped marlin Yellowfin Tuna blue shark dolphinfish dolphinfush frigate tuna hammerhead shark remora swordfish

fish detection project thumbnail

Object Detection

fish detection

241 images4

shark fishes ray

Fish Recognition project thumbnail

Object Detection

Fish Recognition

by FIsh Prediction

357 images

Clown Loach Giant Danio albino african water frog black skirt tetra blue gourami columbian tetra ghost knife head fish glass catfish gold gourami pleco rope fish rosy tetra spiny eel x-ray tetra zebra loach

Fish Label project thumbnail

Object Detection

Fish Label

by New Workspace

134 images1

Blacktip Reef Shark Fish Reticulate Whiptail Ray Reticulate Whiptail Shark Sand Tiger Shark Turtle Zebra Shark

Fish detection project thumbnail

Object Detection

Fish detection

by [email protected]

29 images

ray fish rayfinned fish

fish-raw-data project thumbnail

Object Detection

fish-raw-data

by Fish Detection

161 images

Blacktip reef shark Bowmouth guitarfish Crescent wrasse Heniochus acuminatus Orange spotted spinefoot Ornate surgeonfish Painted sweetlips Plectorhinchus lessonii Ray

fish-new-data project thumbnail

Object Detection

fish-new-data

by Fish Detection

200 images

Blacktip reef shark Crescent wrasse Orange spotted spinefoot Ornate surgeonfish Painted sweetlips Plectorhinchus lessonii Round ribbontail ray Shark sucker Two stripe sweetlips

Fish AI Class project thumbnail

Fish AI Class

1.14k images

1 AngleFish Black and Yellow BlueTail ClownFish GreenTail Mixed MoonFish PureBlue Ray Turtle Yellow and Black YellowFish YellowStripe Yellowtail

BTP challenge project thumbnail

Object Detection

BTP challenge

1.01k images

jellyfish starfish fishes manta ray tortoise

Gold Crowded Merged C Release Test project thumbnail

Instance Segmentation

Gold Crowded Merged C Release Test

by SA-Co Gold Dataset

846 images

animal apple backpack bag balloon basket bed beef beer bench bicycle bird blueberry boat bolt book bottle bowl box bridge

fishone project thumbnail

Object Detection

fishone

by President University

88 images2

Bluetang Butterflyfish Clownfish Cuttlefish Lionfish Marlin Octopus Parrotfish Pufferfish Ray Sailfish Shark Slug Sunfish Tuna fishh

AquaAI_fresh_water project thumbnail

Object Detection

AquaAI_fresh_water

77.3k images

Acanthodoras cataphractus Adolfo-s Cory -Hoplisoma adolfoi Adolfos-cory Adonis Plec - Acanthicus adonis African Blue Diamond Tetra__- Alestopetersius smykalai African Broad Band Darter Tetra - Neolebias unifasciatus African Butterfly Cichlid - Anomalochromis thomasi African Butterfly Fish - Pantodon buchholzi African Clawed Frog - Xenopus laevis African Copper Ribbon Tetra - Rhabdalestes septentrionalis African Dwarf Frog Hymenochirus spp African Knifefish - Xenomystus nigri African Long-finned Tetra - Bryconalestes longipinnis African Pike Characin - Hepsetus odoe African Red-eyed Tetra - Arnoldichthys spilopterus Agassizs Cory - Brochis agassizii Agassizs Dwarf Cichlid Apistogramma agassizii Albino Bronze Cory - Osteogaster aeneus albino Albino Ruby Shark - Epalzeorhynchos frenatum Alligator Plec - Pterygoplichthys scrophus

Gold Crowded Merged A Release Test project thumbnail

Instance Segmentation

Gold Crowded Merged A Release Test

by SA-Co Gold Dataset

846 images

animal apple backpack bag balloon basket bed beef beer bench bicycle bird blueberry boat bolt book bottle bowl box bridge

Ocean Animals project thumbnail

Object Detection

Ocean Animals

by President University

150 images1 model6

fish Bluetang Butterflyfish Clownfish Cuttlefish Lionfish Marlin Octopus Orca Parrotfish Pufferfish Ray Sailfish Slug Sunfish Tuna

Gold Crowded Merged B Release Test project thumbnail

Instance Segmentation

Gold Crowded Merged B Release Test

by SA-Co Gold Dataset

846 images

animal apple backpack bag balloon basket bed beef beer bench bicycle bird blueberry boat bolt book bottle bowl box bridge

My First Project project thumbnail

Object Detection

My First Project

49 images

camera fish penguin person rock Anchor Coral living coral Coral reef Diver Dolphin Jellyfish Kelp Octopus Ray Rope Seaweed Shark Shipwreck Submarine Turtle

cifar100 project thumbnail

cifar100

by Popular Benchmarks

59.5k images

apple bear beaver bed bee bicycle bottle bowl bridge bus butterfly camel can cattle chair clock cloud couch crab crocodile

object project thumbnail

Object Detection

object

by Anupam Kumar

637 images1 model

* Auto-orientation of pixel data (with EXIF-orientation stripping)ray fish

Marine types T1 project thumbnail

Object Detection

Marine types T1

by speciesidentification

1.36k images

Eel Fish Flat Fish Jelly Pipefish Ray Seahorse Shark

AQUA project thumbnail

Object Detection

AQUA

1

890 images1 model7

shark Jelly Fish NEW1 Shark Sting-Ray any_other_kind_of_starfish seahorse

HYDRONET project thumbnail

Object Detection

HYDRONET

359 images1 model10

ANCHOR CLAMS CORAL DOLPHIN EEL FISH NUDIBRANCHS OCTOPUS PENGUIN PUFFER FISH RAY SCUBA DIVER SEA HORSE SEA URCHINS SEAL SHARK SHRIMP SQUID STARFISH TRASH

Marine types T2 project thumbnail

Object Detection

Marine types T2

by speciesidentification

1.21k images

Eel Fish Flat Fish Jelly Pipefish Ray Seahorse Shark

Caribbean and Hawaii Marine Life project thumbnail

Caribbean and Hawaii Marine Life

1.16k images

Cuttlefish Eagle ray Green Sea Turtle Reef triggerfish Stingray

temp project thumbnail

Object Detection

temp

200 images

ain aliph bari yay bay chay choti yay daal dal fay ghaf ghain hamza hay jeem kaaf khay laam meem noon pay

Find life project thumbnail

Object Detection

Find life

1

33 images1 model1

shrimp starfish clown_fish coral ray

SeaWorldG.O.D. project thumbnail

Object Detection

SeaWorldG.O.D.

by John Salsinger

838 images1 model3

fish jellyfish penguin puffin shark starfish stingray Aetomylus-nichofii Sting-Ray

DL project project thumbnail

Object Detection

DL project

177 images1 model

fish jellyfish shark starfish turtle crustacea ray squid

Leviathan project thumbnail

Object Detection

Leviathan

by motorcyclelicenseplateinthai

221 images

Eel Fish Jellyfish Penguin Shark Starfish Sting ray aquatic-life

SeaAnimalsDetection project thumbnail

Object Detection

SeaAnimalsDetection

by SystemesIntelligents

1

1.95k images1 model4

Crustacean Dolphin Eel Fish JellyFish Octopus Sea-Ray Shark Starfish Turtle

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