bilityniu/underwater_datasets

Pointers to a collection of underwater image-based datasets and relevant resources.

1. Image enhancement, color correction, restoration

• EUVP dataset: Data, Paper, Code. (paired and unpaired data; FUnIE-GAN)
• Underwater imagenet: Data, Paper, Code. (paired data; UGAN)
• U-45: Data, Paper. (UDAE)
• RUIE benchmark: Data, Paper. (RUIE-Net)
• UIEBD dataset: Data, Paper, Code. (DUIE-Net)
• Jamaica port royal: Data, Paper, Code. (Water-GAN)
• Virtual periscope: Data, Paper.
• Color correction: Data.
• Color restoration: Data, Paper, Code.
• TURBID data: Data, Paper.
• OceanDark dataset: Data, Paper.

2. Image super-resolution

• USR-248: Data, Paper, Code. (for 2x, 4x, and 8x training; SRDRM, SRDRM-GAN)

3. Image segmentation

• Coral-Net: Data, Paper, Code. (Coral-Seg)
• Eilat dataset: Data, Paper.
• Change detection: Data, Paper.

4. Stereo data

• Tasmania coral point, Scott reef-25, O'Hara-7: Data, Paper.
• Stereo from Flicker: Data, Paper.
• CADDY stereo data: Data, Paper.
• HIMB data for UWStereoNet: Data, Paper. (UW-StereoNet)

5. Object detection and/or classification

A. General

• MOUSS data: Data. (CVPR AAMVEM data challenge)
• MBARI databse: Data.
• HabCam database: Data.
• OUC-vision: Paper.
• MARIS project: Data.
• NOAA data: Data.
• Aqualoc dataset: Data, Paper. (visual-inertial-pressure localization)
• Brackish dataset: Data, Paper.
• SUN database (underwater scenes): Data.

B. Human-robot cooperation

• Diver detection: Data, Paper.
• Robot tracking by detection: Data, Paper.
• CADDY diver pose data: Data, Paper.

C. Coral-reef

• Moorea corals (UCSD): Data, Paper.
• Coral-reef Puerto Rico: Data.
• Coral-Net: Data.

D. Fish

• WildFish database: Data, Paper.
• Labeled fishes: Data, Paper.
• Fish4Knowledge data: Data.
• Fish database: Data.
• AQUALIFEIMAGES database: Data.
• Rockfish: Data.
• Fish recognition data: Data, Paper.
• Oceanwide images: Data.
• Fish detection and tracking: Data, Paper.
• Fish trajectory detection: Data, Paper.

E. Trash and marine debris

• Deep-sea debris database: Data, Paper.
• Tiny plastics posing threat to turtles: Data, Paper.

6. Acoustics dataset

• Five-element acoustic dataset: Data, Paper.
• DIDSON dataset: Data1, Data2, Data3, Paper. (fishery classification and assessment)
• Spectrogram Analysis: Data, Paper.
• Caves sonar and vision data: Data, Paper.

7. Docking dataset

• Underwater Docking Images Dataset(UDID): Data, Paper.

8. Temperature dataset

• Underwater temperature dataset: Data.