Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T14:35:26.770775Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 1 inbound Pith citation observation for arXiv:2507.18532.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T14:35:26.770775Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T14:35:26.552038Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T14:35:27.002636Z
39 of 39 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation c60ffa63-9220-4575-9e69-d039c4a7bd42 · outbound
COT-AD: Cotton Analysis Dataset COT-AD: Cotton Analysis Dataset
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 5b80b0fd-b2a8-4a43-a409-0d7c0efb2514 · outbound
COT-AD: Cotton Analysis Dataset While the first two focus on leaf images, the third provides a broader scope by including both leaf and whole-plant images
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 71c74ef5-90bc-4be5-86e9-cb3fdc09d51b · outbound
COT-AD: Cotton Analysis Dataset It includes high-resolution aerial imagery collected at altitudes of [10m, 15m, and 115m] and detailed close-up images from handheld DSLR cameras
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 7c16b877-bc4c-4669-8133-61a7cc56a56d · outbound
COT-AD: Cotton Analysis Dataset We also provide additional results in the supple- mentary files
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 4e7487ad-0454-4b14-bfd2-8ff646acb3bd · outbound
COT-AD: Cotton Analysis Dataset This dataset enables exten- sive applications such as classification, segmentation, and restoration by encompassing aerial and close-up images across various growth stages
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ce3b4418-4060-42ce-8f52-18fcf1cc1b79 · outbound
COT-AD: Cotton Analysis Dataset Unresolved cited work
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e4fd1189-fcf4-44b2-b59c-afe2810de6b1 · outbound
COT-AD: Cotton Analysis Dataset Language-driven artistic style transfer,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ef0aa75b-9306-4bcf-b544-9b9797793ce6 · outbound
COT-AD: Cotton Analysis Dataset Yield estimation of high-density cotton fields using low- altitude uav imaging and deep learning,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ba333d78-e822-4da2-8b7b-e0a5fd3ca0f5 · outbound
COT-AD: Cotton Analysis Dataset A comprehensive cotton leaf disease dataset for enhanced detection and classifi- cation,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f08f5d04-8345-4c8f-9913-890a8811a264 · outbound
COT-AD: Cotton Analysis Dataset A dataset of cotton leaf images for disease classification us- ing deep learning,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 50e18c64-1273-4aae-829a-441cd6713606 · outbound
COT-AD: Cotton Analysis Dataset Cotton leaf dis- ease dataset,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 65eb11ae-2034-418e-af9e-a92757e7af38 · outbound
COT-AD: Cotton Analysis Dataset Yoloweeds: A novel benchmark of yolo object detec- tors for multi-class weed detection in cotton production systems,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 9acf5b0b-8d71-4803-b978-00256acd5324 · outbound
COT-AD: Cotton Analysis Dataset Multimodality-guided image style transfer using cross-modal gan inversion,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 0d845103-705a-4ae0-b244-d97a69a81a2f · outbound
COT-AD: Cotton Analysis Dataset Deep spectral methods: A surprisingly strong baseline for unsupervised semantic segmentation and localization,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 4a27057d-2ac5-4f48-8e51-3a6cdf65497d · outbound
COT-AD: Cotton Analysis Dataset Aespa-net: Aesthetic pattern-aware style transfer networks,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d31a6e90-f303-4f68-87e0-fc61c0078b4c · outbound
COT-AD: Cotton Analysis Dataset Cliptone: Unsupervised learning for text-based image tone adjustment,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 3865c442-bce3-4aec-a753-ae38b0ba16d9 · outbound
COT-AD: Cotton Analysis Dataset Arniqa: Learning distortion manifold for image quality assessment,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 38b38400-f7a3-4e6c-9f55-fa18f3545f86 · outbound
COT-AD: Cotton Analysis Dataset Blind/referenceless image spatial quality evaluator,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 9ebd56f6-b59e-436a-a8cc-35fa99436161 · outbound
COT-AD: Cotton Analysis Dataset Exploring clip for assessing the look and feel of images,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 7b67200f-b701-4138-9b96-02f034fea068 · outbound
COT-AD: Cotton Analysis Dataset Clipscore: A reference-free evaluation metric for image captioning,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation fc011ce6-db88-46c4-b146-f2201ba0c83f · outbound
COT-AD: Cotton Analysis Dataset Bayesian Image Reconstruction using Deep Generative Models
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c891c5e0-85a0-4eaf-b5ae-f88ee1549cca · outbound
COT-AD: Cotton Analysis Dataset Nima: Neural im- age assessment,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 11f097de-a771-4ac3-8473-b0dcb9aa4ecd · outbound
COT-AD: Cotton Analysis Dataset Clipstyler: Image style transfer with a single text condition,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 003bc1d8-fcbb-4424-9d80-560bb9dcca98 · outbound
COT-AD: Cotton Analysis Dataset Exploring regional clues in clip for zero-shot se- mantic segmentation,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 2e504f99-caa2-48f4-be69-34158d8ade98 · outbound
COT-AD: Cotton Analysis Dataset Learning transferable visual models from natural lan- guage supervision,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f0d66653-e6bc-4e52-b0f2-fa6cdbe1197a · outbound
COT-AD: Cotton Analysis Dataset Bioclip: A vision founda- tion model for the tree of life,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation aeaf42ab-0c0e-4bcf-bf4c-a5bb9e88c3ee · outbound
COT-AD: Cotton Analysis Dataset A compar- ison between vgg16, vgg19 and resnet50 architecture frameworks for image classification,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 5a9756c9-02a2-4366-b174-5fd9eb768226 · outbound
COT-AD: Cotton Analysis Dataset Ro- bust unsupervised stylegan image restoration,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation bf1862e8-73ad-491b-a14d-c2d68eaae666 · outbound
COT-AD: Cotton Analysis Dataset The aerial images offer extensive coverage suitable for detection and seg- mentation tasks, aiding in the analysis of crop growth and land use efficiency
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 15615a8c-bf5b-452d-a506-06d31adc0c3a · outbound
COT-AD: Cotton Analysis Dataset Advancements in crop management and sustainable practices will be essential to en- sure adequate food supplies
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 25e35ec7-89c4-4dd5-bd99-70acf86ca69e · outbound
COT-AD: Cotton Analysis Dataset This is because we are using only 100 image points to train the classifier, and CLIP (ViT) is getting overfitted, which uses more parameters than RN50
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation cab7b563-a0e4-4afa-b30e-3f39702e9f7f · outbound
COT-AD: Cotton Analysis Dataset In smart farming, accurately detecting crops is essential for enhanc- ing agricultural productivity and sustainability
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 5094d216-d9fe-4cac-9f4d-12c4dc5be4d9 · outbound
COT-AD: Cotton Analysis Dataset Using drone technology, we conducted aerial surveys of two cotton fields throughout their life cycle
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 04fc3fab-6b38-4017-914e-9b218a8f3a60 · outbound
COT-AD: Cotton Analysis Dataset It has GNSS connectivity of GPS + GLONASS + Galileo constellations
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 893069ab-2dc6-4fbb-8cb0-8ed93f5278a9 · outbound
COT-AD: Cotton Analysis Dataset This analysis helps understand the dataset in greater depth as it curates the crops across its growth stages throughout the season
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c259a882-a125-461b-8cd9-7d2e860e83aa · outbound
COT-AD: Cotton Analysis Dataset Unresolved cited work
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6c90caef-9015-4555-8b9e-7dd4da520ec7 · outbound
COT-AD: Cotton Analysis Dataset Unresolved cited work
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 3995a66e-66fc-43cf-badd-49c65818f662 · outbound
COT-AD: Cotton Analysis Dataset • Part B: Data from the third month
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 25077e3e-3a1b-443e-9d91-fd5b37cf7e4a · outbound
COT-AD: Cotton Analysis Dataset See the result in Table 12
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c60ffa63-9220-4575-9e69-d039c4a7bd42 · inbound
COT-AD: Cotton Analysis Dataset COT-AD: Cotton Analysis Dataset
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.