Datasets › FoodSeg103
FoodSeg103 (lewisnjue)
FoodSeg103 is a new food image dataset containing 7,118 images. Images are annotated with 104 ingredient classes and each image has an average of 6 ingredient labels and pixel-wise masks. It's provided as a large-scale benchmark for food image segmentation.
Major Challenges:
- High intra-variance of the same food ingredient with different cooking methods
- Long-tail distribution
- Complicated contexts
Image source: https://arxiv.org/pdf/2105.05409v1.pdf
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 | ||||
|---|---|---|---|---|---|---|
| Semantic Segmentation | FoodSeg103 | FoodSAM mIoU 46.4 | FoodSAM: Any Food Segmentation | jamesjg/foodsam | 7 | Compare |
Papers archive 2025-07-28
5 shown of 5 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 | |||
|---|---|---|---|---|
| FoodSAM: Any Food Segmentation | 1 | 1 | 11 Aug 2023 | not harvested |
| A Large-Scale Benchmark for Food Image Segmentation | 2 | 2 | 12 May 2021 | ran 2 of 3 samples (1 unverified) |
| Swin Transformer: Hierarchical Vision Transformer using Shifted Windows | 80 | 1 | 25 Mar 2021 | ran 108 of 207 samples (99 unverified; 43 pointer-only for licence) |
| Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers | 5 | 2 | 31 Dec 2020 | not harvested |
| CCNet: Criss-Cross Attention for Semantic Segmentation | 4 | 1 | 28 Nov 2018 | ran 9 of 14 samples (5 unverified) |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- FoodSeg103
1 variant name, as the archive lists them.
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