# WEED

Source: [WEED](<https://www.sota2.com/research/dataset/weed>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

## Benchmarks

Page 1 of 1. This is an index page, not the full collection.

- [Semantic Segmentation on WeedMap (test)](<https://www.sota2.com/research/sota/semantic-segmentation-on-weedmap-test.md>): Semantic Segmentation; WeedMap (test).

- [Failure Detection on WEED-Hand](<https://www.sota2.com/research/sota/failure-detection-on-weed-hand.md>): Failure Detection; WEED-Hand.

- [Camouflaged Object Detection on Weeds-Banana (test)](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-weeds-banana-test.md>): Camouflaged Object Detection; Weeds-Banana (test).

- [Fine-grained species classification on Weeds Species196 16-shot (test)](<https://www.sota2.com/research/sota/fine-grained-species-classification-on-weeds-species196-16-shot-test.md>): Fine-grained species classification; Weeds Species196 16-shot (test).

- [Image Editing on WeEdit Bilingual Benchmark 1.0 (test)](<https://www.sota2.com/research/sota/image-editing-on-weedit-bilingual-benchmark-1-0-test.md>): Image Editing; WeEdit Bilingual Benchmark 1.0 (test).

- [Failure Detection on WEED-Hand (AUROC)](<https://www.sota2.com/research/sota/failure-detection-on-weed-hand-auroc.md>): Failure Detection; WEED-Hand.

- [OoD Detection on WEED-Hand](<https://www.sota2.com/research/sota/ood-detection-on-weed-hand.md>): OoD Detection; WEED-Hand.

- [Weed Segmentation on WeedBananaCOD (test)](<https://www.sota2.com/research/sota/weed-segmentation-on-weedbananacod-test.md>): Weed Segmentation; WeedBananaCOD (test).

- [Image Classification, OOD, and Adversarial Detection on Oxford Flowers/Deep Weeds (test)](<https://www.sota2.com/research/sota/image-classification-ood-and-adversarial-detection-on-oxford-flowers-deep-weeds-test.md>): Image Classification, OOD Detection, and Adversarial Attack Detection; Oxford Flowers low-shot (ID) -\> Deep Weeds (OOD) (test).

- [Few-shot Classification on 12 Downstream Datasets (ChestX, CropDisease, Deep Weeds, DTD, EuroSAT, Flowers 102, Kaokore, Omniglot, Resisc45, Sketch, SVHN, ISIC)](<https://www.sota2.com/research/sota/few-shot-classification-on-12-downstream-datasets-chestx-cropdisease-deep-weeds-dtd-eurosat-flowers-102-kaokore-omniglot-resisc45-sketch-svhn-isic.md>): Few-shot Classification; 12 Downstream Datasets (ChestX, CropDisease, Deep Weeds, DTD, EuroSAT, Flowers 102, Kaokore, Omniglot, Resisc45, Sketch, SVHN, ISIC).

- [Weed map representation on WeedMap Average (000-004)](<https://www.sota2.com/research/sota/weed-map-representation-on-weedmap-average-000-004.md>): Weed map representation; WeedMap Average (000-004).

- [Weed map representation on WeedMap Orthomosaic 004](<https://www.sota2.com/research/sota/weed-map-representation-on-weedmap-orthomosaic-004.md>): Weed map representation; WeedMap Orthomosaic 004.

- [Weed map representation on WeedMap Orthomosaic 003](<https://www.sota2.com/research/sota/weed-map-representation-on-weedmap-orthomosaic-003.md>): Weed map representation; WeedMap Orthomosaic 003.

- [Weed map representation on WeedMap Orthomosaic 002](<https://www.sota2.com/research/sota/weed-map-representation-on-weedmap-orthomosaic-002.md>): Weed map representation; WeedMap Orthomosaic 002.

- [Weed map representation on WeedMap (Orthomosaic 001)](<https://www.sota2.com/research/sota/weed-map-representation-on-weedmap-orthomosaic-001.md>): Weed map representation; WeedMap (Orthomosaic 001).

- [Weed map representation on WeedMap Orthomosaic 000](<https://www.sota2.com/research/sota/weed-map-representation-on-weedmap-orthomosaic-000.md>): Weed map representation; WeedMap Orthomosaic 000.

- [Visual Species Recognition on Weeds](<https://www.sota2.com/research/sota/visual-species-recognition-on-weeds.md>): Visual Species Recognition; Weeds.

- [Fine-grained Image Classification on DeepWeeds (DW)](<https://www.sota2.com/research/sota/fine-grained-image-classification-on-deepweeds-dw.md>): Fine-grained Image Classification; DeepWeeds (DW).

- [Weed Detection on WeedMaize](<https://www.sota2.com/research/sota/weed-detection-on-weedmaize.md>): Weed Detection; WeedMaize.

- [Weed Detection on 3LC Cotton Weed Detection](<https://www.sota2.com/research/sota/weed-detection-on-3lc-cotton-weed-detection.md>): Weed Detection; 3LC Cotton Weed Detection.

- [Weed Detection on WeedCrop Image Dataset](<https://www.sota2.com/research/sota/weed-detection-on-weedcrop-image-dataset.md>): Weed Detection; WeedCrop Image Dataset.

- [Weed Detection on Crop and Weed Detection](<https://www.sota2.com/research/sota/weed-detection-on-crop-and-weed-detection.md>): Weed Detection; Crop and Weed Detection.

- [Object Detection on Weed Dataset 2021-2023](<https://www.sota2.com/research/sota/object-detection-on-weed-dataset-2021-2023.md>): Object Detection; Weed Dataset 2021-2023.

- [Object Detection on Weed Dataset 2024](<https://www.sota2.com/research/sota/object-detection-on-weed-dataset-2024.md>): Object Detection; Weed Dataset 2024.

- [Object Detection on Weed Dataset 2025](<https://www.sota2.com/research/sota/object-detection-on-weed-dataset-2025.md>): Object Detection; Weed Dataset 2025.

- [Weed Distribution Mapping on Weed Distribution Mapping](<https://www.sota2.com/research/sota/weed-distribution-mapping-on-weed-distribution-mapping.md>): Weed Distribution Mapping; Weed Distribution Mapping.

- [Classification on DeepWeeds (test)](<https://www.sota2.com/research/sota/classification-on-deepweeds-test.md>): Classification; DeepWeeds (test).

- [Semantic Segmentation on Yamaguchi Seaweed Dataset (test)](<https://www.sota2.com/research/sota/semantic-segmentation-on-yamaguchi-seaweed-dataset-test.md>): Semantic Segmentation; Yamaguchi Seaweed Dataset (test).

- [Offset-Point Tracking on Agricultural Scenario Weeder](<https://www.sota2.com/research/sota/offset-point-tracking-on-agricultural-scenario-weeder.md>): Offset-Point Tracking; Agricultural Scenario Weeder.

- [Hypernymy Detection on Weeds 10% (val)](<https://www.sota2.com/research/sota/hypernymy-detection-on-weeds-10-percent-val.md>): Hypernymy Detection; Weeds 10% (val).

- [Few-shot Image Classification on Weeds](<https://www.sota2.com/research/sota/few-shot-image-classification-on-weeds.md>): Few-shot Image Classification; Weeds.
