Paper Citation Record · LEDGER

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach

As of 11 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 1 inbound Pith citation observation for arXiv:2501.08114.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2501.08114 v1

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T20:33:17.715963Z

measured 61 of 61 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-19T19:59:48.949689Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-19T20:02:44.844130Z

Reference resolution

60 of 60 outbound references displayed

verified exact2
verified fuzzy34
unresolved24
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b49cb6f0-7601-479b-8d93-73374cef9093 · outbound

This paper cites Vision-language models in remote sensing: Current progress and future trends,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Vision-language models in remote sensing: Current progress and future trends,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T20:33:17.384553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21f1c57d-c377-4b69-89c7-1e57dd99740f · outbound

This paper cites Geochat: Grounded large vision- language model for remote sensing,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Geochat: Grounded large vision- language model for remote sensing,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:19.057661Z

Source-reported events for the cited work

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Observation 9f65639c-e797-4c4b-b1fe-e33d04b7ff0c · outbound

This paper cites Rs5m and georsclip: A large scale vision-language dataset and a large vision-language model for remote sensing,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Rs5m and georsclip: A large scale vision-language dataset and a large vision-language model for remote sensing,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:19.031908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation baaf42d2-413f-4d59-9cda-df1a3468e409 · outbound

This paper cites Remote sensing temporal vision-language models: A comprehensive survey,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Remote sensing temporal vision-language models: A comprehensive survey,

Reference 4

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Source-reported events for the cited work

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Observation a7b3aa6f-0fa8-4ca6-a99b-b5ac39c45e40 · outbound

This paper cites Earthgpt: A universal multi-modal large language model for multi-sensor image comprehension in remote sensing domain,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Earthgpt: A universal multi-modal large language model for multi-sensor image comprehension in remote sensing domain,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:19.008470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b9c8cb8f-2afd-4c4a-9a31-a89cafecd2d3 · outbound

This paper cites Rsvg: Exploring data and models for visual grounding on remote sensing data,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Rsvg: Exploring data and models for visual grounding on remote sensing data,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T20:33:17.412399Z

Source-reported events for the cited work

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Observation fe02749b-a2c8-422a-8b73-070278c4f12a · outbound

This paper cites Nwpu-captions dataset and mlca-net for remote sensing image captioning,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Nwpu-captions dataset and mlca-net for remote sensing image captioning,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.970645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6ca7e4d4-0f92-4b08-a30e-6d5ee3ea0eb0 · outbound

This paper cites Remoteclip: A vision language foundation model for remote sensing,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Remoteclip: A vision language foundation model for remote sensing,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T20:33:17.423228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24d7027b-147e-4522-a733-fb605688586a · outbound

This paper cites Changeclip: Remote sensing change detection with multimodal vision- language representation learning,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Changeclip: Remote sensing change detection with multimodal vision- language representation learning,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.934662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 07019b68-5de0-4bb6-8fbc-9f22fb8a5b24 · outbound

This paper cites Show and tell: A neural image caption generator,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Show and tell: A neural image caption generator,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.913888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 90d11e05-3f40-4223-b6fb-3360fd7d9738 · outbound

This paper cites High-resolution remote sensing image captioning based on structured attention,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach High-resolution remote sensing image captioning based on structured attention,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T20:33:17.440979Z

Source-reported events for the cited work

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Observation 55df9fb0-6301-4bb3-b367-ee5c76152726 · outbound

This paper cites Sca-cnn: Spatial and channel-wise attention in convolutional networks for image captioning,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Sca-cnn: Spatial and channel-wise attention in convolutional networks for image captioning,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.872600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 13fbfb77-a378-4c5c-9d68-3750fde354f3 · outbound

This paper cites Generating Images from Captions with Attention.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Generating Images from Captions with Attention

Reference 13

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Observation ebd39493-28f8-4860-b6b5-57f5d6236657 · outbound

This paper cites Txt2img-mhn: Remote sensing image generation from text using modern hopfield networks,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Txt2img-mhn: Remote sensing image generation from text using modern hopfield networks,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.846643Z

Source-reported events for the cited work

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Observation 2eccb32d-bef0-4bc6-877d-77abe0fdb306 · outbound

This paper cites Text2Earth: Unlocking Text-driven Remote Sensing Image Generation with a Global-Scale Dataset and a Foundation Model.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Text2Earth: Unlocking Text-driven Remote Sensing Image Generation with a Global-Scale Dataset and a Foundation Model

Reference 15

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Source-reported events for the cited work

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Observation f5adf4a3-9729-4373-a474-99d85c35caa6 · outbound

This paper cites Vqa: Visual question answer- ing,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Vqa: Visual question answer- ing,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.823176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 66538fc2-94d4-41ee-8318-9c8f437306ac · outbound

This paper cites Rsadapter: Adapting multimodal models for remote sensing visual question answer- ing,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Rsadapter: Adapting multimodal models for remote sensing visual question answer- ing,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.803634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation bac97b85-e949-4975-84f3-d582ccb4e74c · outbound

This paper cites Rsvqa: Visual question answering for remote sensing data,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Rsvqa: Visual question answering for remote sensing data,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T20:33:17.480865Z

Source-reported events for the cited work

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Observation 79c8d6c9-dbe6-4e36-b794-dda0b03ef04e · outbound

This paper cites A spatial hierarchical reasoning network for remote sensing visual question answering,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach A spatial hierarchical reasoning network for remote sensing visual question answering,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.755425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation be863a2a-fc12-4bbc-8a54-60d8431ecbf6 · outbound

This paper cites Deep correlation for matching images and text,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Deep correlation for matching images and text,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.732485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 59ed18cd-c358-49f0-891c-d52ba1b7015b · outbound

This paper cites Remote sensing cross-modal text- image retrieval based on global and local information,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Remote sensing cross-modal text- image retrieval based on global and local information,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.710788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0b86cc7e-e1bc-4632-88ee-baa53740141c · outbound

This paper cites A deep semantic alignment network for the cross-modal image- text retrieval in remote sensing,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach A deep semantic alignment network for the cross-modal image- text retrieval in remote sensing,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.686566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 48d2179f-d3a0-4be2-81e1-64c33d05811e · outbound

This paper cites Generative adversarial text to image synthe- sis,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Generative adversarial text to image synthe- sis,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.664424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c2c80fbf-e61a-4069-b564-376a0cb313b5 · outbound

This paper cites Diffusion models in vision: A survey,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Diffusion models in vision: A survey,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.641869Z

Source-reported events for the cited work

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Observation 5c11b792-c703-4f99-a850-b02c7a443bed · outbound

This paper cites National tree species map- ping using sentinel-1/2 time series and german national forest inventory data,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach National tree species map- ping using sentinel-1/2 time series and german national forest inventory data,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.619325Z

Source-reported events for the cited work

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Observation 515794c2-bfcf-4317-9b3b-52ebd040a571 · outbound

This paper cites Evaluating the potential of sentinel-2 time series imagery and machine learning for tree species classification in a mountainous forest,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Evaluating the potential of sentinel-2 time series imagery and machine learning for tree species classification in a mountainous forest,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.599683Z

Source-reported events for the cited work

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Observation 394d9ab4-9d38-4747-9ac0-d00932002415 · outbound

This paper cites Gee xtract: High-quality remote sensing data preparation and extraction for multiple spatio-temporal ecological scaling,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Gee xtract: High-quality remote sensing data preparation and extraction for multiple spatio-temporal ecological scaling,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.576559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 63b77cb1-676c-41b7-a877-d1ae5ed10abb · outbound

This paper cites MineNetCD: A Benchmark for Global Mining Change Detection on Remote Sensing Imagery.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach MineNetCD: A Benchmark for Global Mining Change Detection on Remote Sensing Imagery

Reference 28

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e72e97e2-f671-4376-a1db-339aa3b1256c · outbound

This paper cites Maskcd: A remote sensing change detection network based on mask classification,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Maskcd: A remote sensing change detection network based on mask classification,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.553924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3f4f71f6-e9d8-42bd-90bc-bf52db5271a6 · outbound

This paper cites Multilevel deformable attention-aggregated networks for change detection in bitemporal remote sensing imagery,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Multilevel deformable attention-aggregated networks for change detection in bitemporal remote sensing imagery,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.530127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 40369f35-dbed-4eab-9344-5f0ddb5a51ce · outbound

This paper cites Remote sensing image change captioning with dual-branch transformers: A new method and a large scale dataset,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Remote sensing image change captioning with dual-branch transformers: A new method and a large scale dataset,

Reference 31

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Source-reported events for the cited work

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Observation 29875a44-c568-4103-96ad-b195ded29602 · outbound

This paper cites Change captioning: A new paradigm for multitemporal remote sensing image analysis,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Change captioning: A new paradigm for multitemporal remote sensing image analysis,

Reference 32

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Source-reported events for the cited work

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Observation b0f89187-8077-4da2-b7ff-a0ba0562b1d1 · outbound

This paper cites Robust change captioning,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Robust change captioning,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.477890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d0e24216-fcb2-4762-b1e7-d8dce4936729 · outbound

This paper cites Image change captioning by learning from an auxiliary task,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Image change captioning by learning from an auxiliary task,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.456172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 36db88d5-419a-4809-8b62-cbc733f92b82 · outbound

This paper cites Agnostic change captioning with cycle consistency,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Agnostic change captioning with cycle consistency,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.425161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 543db549-86de-429b-b2ab-baa199940fac · outbound

This paper cites Clip4idc: Clip for image difference captioning,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Clip4idc: Clip for image difference captioning,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.399632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 375ed214-369a-48e3-8c27-a797fcf6c9fc · outbound

This paper cites Remote sensing of alpine lake water environment changes on the tibetan plateau and surroundings: A review,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Remote sensing of alpine lake water environment changes on the tibetan plateau and surroundings: A review,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.369544Z

Source-reported events for the cited work

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Observation 4bd94e23-c074-4cfd-a48b-29d58ed62ea6 · outbound

This paper cites Supporting global environmental change research: A review of trends and knowledge gaps in urban remote sensing,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Supporting global environmental change research: A review of trends and knowledge gaps in urban remote sensing,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.338406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 026d9b2b-5c10-478b-896a-4f8e0f6acfe4 · outbound

This paper cites Changes to captions: An attentive network for remote sensing change captioning,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Changes to captions: An attentive network for remote sensing change captioning,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-10T20:33:17.595949Z

Source-reported events for the cited work

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Observation 6ea183b9-3825-4eec-9702-51fad3c9a6d4 · outbound

This paper cites Interactive change-aware transformer network for remote sensing image change captioning,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Interactive change-aware transformer network for remote sensing image change captioning,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.301287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b927436a-f528-4a4f-94e9-e538422d8308 · outbound

This paper cites Progressive scale-aware network for remote sensing image change captioning,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Progressive scale-aware network for remote sensing image change captioning,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.278527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 57497978-e7be-48e3-beb5-7cda2b27da6c · outbound

This paper cites A decoupling paradigm with prompt learning for remote sensing image change captioning,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach A decoupling paradigm with prompt learning for remote sensing image change captioning,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.259889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ec48555b-5568-4800-857e-bee727873cf8 · outbound

This paper cites Pixel-Level Change Detection Pseudo-Label Learning for Remote Sensing Change Captioning.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Pixel-Level Change Detection Pseudo-Label Learning for Remote Sensing Change Captioning

Reference 43

Resolution: verified exact; local_arxiv, observed 2026-08-10T20:33:17.881409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 86a47387-906f-4308-84ae-0743c4b20f20 · outbound

This paper cites Rscama: Remote sensing image change captioning with state space model,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Rscama: Remote sensing image change captioning with state space model,

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-10T20:33:17.622887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b0346bf-cfe8-4499-8b8b-987f00d831ee · outbound

This paper cites Enhancing Perception of Key Changes in Remote Sensing Image Change Captioning.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Enhancing Perception of Key Changes in Remote Sensing Image Change Captioning

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-10T20:33:17.628321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 428486d1-7cdc-4e6d-b465-2edd6a873294 · outbound

This paper cites CCExpert: Advancing MLLM Capability in Remote Sensing Change Captioning with Difference-Aware Integration and a Foundational Dataset.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach CCExpert: Advancing MLLM Capability in Remote Sensing Change Captioning with Difference-Aware Integration and a Foundational Dataset

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-10T20:33:17.633536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af3508f1-fbb1-4688-b9fc-f183561ca8f7 · outbound

This paper cites Change-agent: Towards interactive comprehensive remote sensing change interpretation and analysis,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Change-agent: Towards interactive comprehensive remote sensing change interpretation and analysis,

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-10T20:33:17.639971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cb0f87c-9aee-4ad2-a8cf-1357b6df3d5e · outbound

This paper cites ChangeMinds: Multi-task Framework for Detecting and Describing Changes in Remote Sensing.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach ChangeMinds: Multi-task Framework for Detecting and Describing Changes in Remote Sensing

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-10T20:33:17.645385Z

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This paper cites Semantic-cc: Boosting remote sensing image change captioning via foundational knowledge and semantic guidance,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Semantic-cc: Boosting remote sensing image change captioning via foundational knowledge and semantic guidance,

Reference 49

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This paper cites Deep residual learning for image recognition,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Deep residual learning for image recognition,

Reference 50

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This paper cites Attention is all you need,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Attention is all you need,

Reference 51

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Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Squeeze-and-excitation networks,

Reference 52

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Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 53

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This paper cites A spatial-temporal attention-based method and a new dataset for remote sensing image change detection,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach A spatial-temporal attention-based method and a new dataset for remote sensing image change detection,

Reference 54

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This paper cites Adam: A Method for Stochastic Optimization.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Adam: A Method for Stochastic Optimization

Reference 55

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Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Bleu: a method for automatic evaluation of machine trans- lation,

Reference 56

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Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Rouge: A package for automatic evaluation of summaries,

Reference 57

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Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Meteor: An automatic metric for mt evaluation with improved correlation with human judgments,

Reference 58

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This paper cites Cider: Consensus-based image description evaluation,.

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Cider: Consensus-based image description evaluation,

Reference 59

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Observation b477ba6e-84d9-4bec-a7bf-ab09d94eac97 · outbound

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Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach Describing and localizing multiple changes with transformers,

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:33:18.067226Z

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Pith citing papers

Observation 54d2a09c-398d-42b5-ab74-66bbecac10a4 · inbound

Text-RSIR: A Text-Guided Framework for Efficient Remote Sensing Image Transmission and Reconstruction cites this paper.

Text-RSIR: A Text-Guided Framework for Efficient Remote Sensing Image Transmission and Reconstruction Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach

Reference 56

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