Datasets › DeepFish
DeepFish
DeepFish as a benchmark suite with a large-scale dataset to train and test methods for several computer vision tasks. The dataset consists of approximately 40 thousand images collected underwater from 20 habitats in the marine environments of tropical Australia. It contains classification labels as well as point-level and segmentation labels to have a more comprehensive fish analysis benchmark. These labels enable models to learn to automatically monitor fish count, identify their locations, and estimate their sizes.
Source: https://github.com/alzayats/DeepFish Image Source: https://github.com/alzayats/DeepFish
Benchmarks archive 2025-07-28
All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Cross-Domain Few-Shot Object Detection | DeepFish | ETS mAP 44.1 | Enhance Then Search: An Augmentation-Search Strategy... | jaychempan/ETS | 10 | Compare |
Papers archive 2025-07-28
7 shown of 7 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 19. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| No time to train! Training-Free Reference-Based Instance Segmentation | 2 | 1 | 3 Jul 2025 | not harvested |
| CDFormer: Cross-Domain Few-Shot Object Detection Transformer Against Feature Confusion | 1 | 2 | 2 May 2025 | not harvested |
| Enhance Then Search: An Augmentation-Search Strategy with Foundation Models for Cross-Domain Few-Shot Object Detection | 1 | 1 | 6 Apr 2025 | not harvested |
| Cross-Domain Few-Shot Object Detection via Enhanced Open-Set Object Detector | 2 | 1 | 5 Feb 2024 | ran 9 of 11 samples (2 unverified) |
| Detect Everything with Few Examples | 1 | 2 | 22 Sep 2023 | ran 15 of 20 samples (5 unverified) |
| Exploring Plain Vision Transformer Backbones for Object Detection | 11 | 1 | 30 Mar 2022 | ran 1 of 4 samples (3 unverified) |
| Detecting Twenty-thousand Classes using Image-level Supervision | 1 | 2 | 7 Jan 2022 | not harvested |
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- DeepFish
1 variant name, as the archive lists them.
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