Image Enhancement, Color Correction/Restoration
- EUVP dataset: Data, Paper, Code. (paired and unpaired data; FUnIE-GAN)
- Underwater imagenet: Data, Paper, Code. (paired data; UGAN)
- UIEBD dataset: Data, Paper, Code. (Water-Net)
- SQUID dataset: Data, Paper, Code. (Underwater-HL)
- U-45: Data, Paper. (UDAE)
- RUIE benchmark: Data, Paper. (RUIE-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.
SISR: Single Image Super-Resolution
SESR: Simultaneous Enhancement and Super-Resolution
Image Segmentation
- SUIM: Data, Paper, Code. (SUIM-Net)
- Coral-Net: Data, Paper, Code. (Coral-Seg)
- Eilat dataset: Data, Paper.
- Change detection: Data, Paper.
SOD: Salient Object Detection
Object Detection/Classification
A. General
- MOUSS data: Data. (CVPR 2018 workshop 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.
- FathomNet (image database): Data.
B. Human-robot cooperation
- Diver detection: Data, Paper.
- Robot tracking by detection: Data, Paper.
- CADDY diver pose data: Data, Paper.
C. Coral-reef
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
- TrashCan: Data, Paper
- Trash-ICRA19: Data, Paper
- Deep-sea debris database: Data, Paper.
- Tiny plastics posing threat to turtles: Data, Paper.
6. Acoustic Data
- 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.
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)
- SQUID dataset: Data, Paper
Docking Data
Temperature Data
- Underwater temperature dataset: Data.