RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation | Paper Citation Record

Observation 021478be-d6e0-436f-85ed-2d8eec7ccc64 · outbound

This paper cites Creating xBD: A dataset for assessing building damage from satellite imagery,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Creating xBD: A dataset for assessing building damage from satellite imagery,

Reference 1

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Observation 5cde64dc-df05-4f4b-8e6a-b8024fcf9c30 · outbound

This paper cites A biologist’s guide to the galaxy: Leveraging artificial intelligence and very high-resolution satellite imagery to monitor marine mammals from space,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation A biologist’s guide to the galaxy: Leveraging artificial intelligence and very high-resolution satellite imagery to monitor marine mammals from space,

Reference 2

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Observation 2e4c03c5-fabf-4c4d-9e39-8e0adf31265c · outbound

This paper cites Military image captioning for low-altitude UA V or UGV perspectives,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Military image captioning for low-altitude UA V or UGV perspectives,

Reference 3

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Observation 9295e66c-6f95-4831-997a-77e42f250aa7 · outbound

This paper cites Fine-grained interpretation of remote sensing image: A review,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Fine-grained interpretation of remote sensing image: A review,

Reference 4

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Observation 9666adb1-f39a-454d-a5d9-40414da9c6fd · outbound

This paper cites A survey on deep learning-driven remote sensing image scene understanding: Scene classification, scene retrieval and scene-guided object detection,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation A survey on deep learning-driven remote sensing image scene understanding: Scene classification, scene retrieval and scene-guided object detection,

Reference 5

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Observation 95cdc4c1-238e-4661-bed2-da24c58a0dc0 · outbound

This paper cites Deep learning for remote sensing image scene classification: A review and meta-analysis,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Deep learning for remote sensing image scene classification: A review and meta-analysis,

Reference 6

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Observation 8f314a3d-7cb9-487d-b762-c2392d64896c · outbound

This paper cites Object detection in optical remote sensing images: A survey and a new benchmark,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Object detection in optical remote sensing images: A survey and a new benchmark,

Reference 7

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Observation 7828c2c5-8008-4d89-b087-ea3b453144c4 · outbound

This paper cites Oriented object detection in optical remote sensing images using deep learning: A survey,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Oriented object detection in optical remote sensing images using deep learning: A survey,

Reference 8

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Observation ba288dbe-4b35-4025-82e6-a2002f46aea7 · outbound

This paper cites A review of remote sensing image segmentation by deep learning methods,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation A review of remote sensing image segmentation by deep learning methods,

Reference 9

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Observation 7ecb6e79-8d2c-48a1-99a9-3fa8cc538116 · outbound

This paper cites Deep learning-based semantic segmentation of remote sensing images: A review,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Deep learning-based semantic segmentation of remote sensing images: A review,

Reference 10

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Observation 6b5c4d1b-6885-4be1-a30c-f3358837e361 · outbound

This paper cites Learning transferable visual models from natural language supervision,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Learning transferable visual models from natural language supervision,

Reference 11

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Observation 4992ddf3-6fcc-4cce-9436-9a877318dc0d · outbound

This paper cites Visual instruction tuning,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Visual instruction tuning,

Reference 12

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Observation 1299bebb-d08f-48ec-95cc-64b0588805f8 · outbound

This paper cites RS-CLIP: Zero-shot remote sensing scene classification via contrastive vision-language supervision,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation RS-CLIP: Zero-shot remote sensing scene classification via contrastive vision-language supervision,

Reference 13

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Observation 55e07793-2496-4b27-bc43-77bc00b79757 · outbound

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

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation RemoteCLIP: A vision-language foundation model for remote sensing,

Reference 14

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Observation af9bd028-dda0-453d-b90d-78e3d9cd300d · outbound

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

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation EarthGPT: A universal multi-modal large language model for multi-sensor image comprehension in remote sensing domain,

Reference 15

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Observation af8c1928-4a16-49be-8c1c-e66d6d69133d · outbound

This paper cites SkyEyeGPT: Unifying remote sensing vision-language tasks via instruction tuning with large language model,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation SkyEyeGPT: Unifying remote sensing vision-language tasks via instruction tuning with large language model,

Reference 16

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Observation 046efae5-6bba-4c5e-b20f-c5e84af2137e · outbound

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

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation RSVQA: Visual question answering for remote sensing data,

Reference 17

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Observation 9d59454e-e3de-4b60-a8f0-df59e68d4f74 · outbound

This paper cites EarthVQA: Towards queryable Earth via relational reasoning-based remote sensing visual question answering,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation EarthVQA: Towards queryable Earth via relational reasoning-based remote sensing visual question answering,

Reference 18

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Observation 3a43bd33-a223-4668-9c71-c6ee091f3354 · outbound

This paper cites VRSBench: A versatile vision- language benchmark dataset for remote sensing image understanding,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation VRSBench: A versatile vision- language benchmark dataset for remote sensing image understanding,

Reference 19

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Observation f4e28dca-44fb-4424-9a3e-7f24bff6ad20 · outbound

This paper cites RSVLM-QA: A benchmark dataset for remote sensing vision language model-based question answering,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation RSVLM-QA: A benchmark dataset for remote sensing vision language model-based question answering,

Reference 20

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Observation d19ca235-7b00-4415-9a9c-49a8189b5d6b · outbound

This paper cites VLRS-Bench: A Vision-Language Reasoning Benchmark for Remote Sensing.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation VLRS-Bench: A Vision-Language Reasoning Benchmark for Remote Sensing

Reference 21

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Observation 69cc916b-3b57-4471-98be-2892899ade28 · outbound

This paper cites OmniEarth: A benchmark for evaluating vision-language models in geospatial tasks,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation OmniEarth: A benchmark for evaluating vision-language models in geospatial tasks,

Reference 22

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Observation dab301c6-7688-4588-8175-1de015c0af13 · outbound

This paper cites Long-tailed effect study in remote sensing semantic segmentation based on graph kernel principles,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Long-tailed effect study in remote sensing semantic segmentation based on graph kernel principles,

Reference 23

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Observation cf6a0455-4a3d-4ff7-a57b-4e7b02d76b19 · outbound

This paper cites MAR20: A benchmark for military aircraft recognition in remote sensing images,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation MAR20: A benchmark for military aircraft recognition in remote sensing images,

Reference 24

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Observation 36663278-f5e7-4336-a709-6232b8d739eb · outbound

This paper cites A high resolution optical satellite image dataset for ship recognition and some new baselines,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation A high resolution optical satellite image dataset for ship recognition and some new baselines,

Reference 25

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Observation deb09bf0-980a-4d11-a198-273092eb35d2 · outbound

This paper cites Construction and validation of remote sensing image dataset for fine-grained detection of military vehicles,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Construction and validation of remote sensing image dataset for fine-grained detection of military vehicles,

Reference 26

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Observation 91d00b1e-3c16-4855-83c2-31eb4a18498a · outbound

This paper cites A deep learning SAR target classification experiment on MSTAR dataset,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation A deep learning SAR target classification experiment on MSTAR dataset,

Reference 27

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Observation f89a95ed-3c54-4031-941d-0b94742ec333 · outbound

This paper cites Multi-class geospatial object detection and geographic image classification based on collection of part detectors,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Multi-class geospatial object detection and geographic image classification based on collection of part detectors,

Reference 28

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Observation 6d997772-040e-40f1-bdf9-0c0c9a3a0a1c · outbound

This paper cites DOTA: A large-scale dataset for object detection in aerial images,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation DOTA: A large-scale dataset for object detection in aerial images,

Reference 29

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Observation b29c8413-7baf-434a-9c6d-016222889327 · outbound

This paper cites SAMChat: Introducing chain-of-thought reasoning and GRPO to a multimodal small language model for small- scale remote sensing,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation SAMChat: Introducing chain-of-thought reasoning and GRPO to a multimodal small language model for small- scale remote sensing,

Reference 30

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Observation adbc80cd-69d9-4e3a-b790-30e2f2ca77e9 · outbound

This paper cites CHOICE: Benchmarking the remote sensing capabilities of large vision-language models,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation CHOICE: Benchmarking the remote sensing capabilities of large vision-language models,

Reference 31

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Observation 9e2621a5-eb70-4ccf-bbd9-20c093c92387 · outbound

This paper cites Exploring models and data for remote sensing image caption generation,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Exploring models and data for remote sensing image caption generation,

Reference 32

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Observation 483ca18b-a985-40aa-8661-399adcd48a30 · outbound

This paper cites Multimodal large models driven SAR image captioning: A benchmark dataset and baselines,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Multimodal large models driven SAR image captioning: A benchmark dataset and baselines,

Reference 33

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Observation 3ed00b46-d1cf-45a9-ace5-79be214124b0 · outbound

This paper cites FSAR-Cap: A fine- grained two-stage annotated dataset for SAR image captioning,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation FSAR-Cap: A fine- grained two-stage annotated dataset for SAR image captioning,

Reference 34

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Observation 4e6c1022-3db4-4616-9244-491c262ff76a · outbound

This paper cites RS- LLaV A: A large vision-language model for joint captioning and question answering in remote sensing imagery,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation RS- LLaV A: A large vision-language model for joint captioning and question answering in remote sensing imagery,

Reference 35

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Observation e78ab11a-7bf5-4026-a5ce-50836bc8fd59 · outbound

This paper cites SAR ship detection dataset (SSDD): Official release and comprehensive data analysis,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation SAR ship detection dataset (SSDD): Official release and comprehensive data analysis,

Reference 36

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Observation e01eb5d6-6d6b-4dce-91e7-b1ab4e828580 · outbound

This paper cites MilChat: A large language model and application for military equipment,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation MilChat: A large language model and application for military equipment,

Reference 37

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Observation 66277260-4e45-488c-a73a-72ebe9e230dc · outbound

This paper cites Battlefield situation awareness using pretrained generative LLM,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Battlefield situation awareness using pretrained generative LLM,

Reference 38

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Observation 1defebdc-146f-4943-ba21-d80582e2a4fc · outbound

This paper cites Fine-Tuning and Evaluating Open-Source Large Language Models for the Army Domain.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Fine-Tuning and Evaluating Open-Source Large Language Models for the Army Domain

Reference 39

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Observation 0212d2aa-0b08-4f43-bc22-62cafebbf287 · outbound

This paper cites Deep semantic understanding of high resolution remote sensing image,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Deep semantic understanding of high resolution remote sensing image,

Reference 40

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Observation 93f69b87-cf49-4f6c-b6eb-8fb5d8e657e2 · outbound

This paper cites GEOBench-VLM: Benchmarking vision-language models for geospatial tasks,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation GEOBench-VLM: Benchmarking vision-language models for geospatial tasks,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-02T07:02:02.633655Z

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Observation 308eaf74-6992-4ceb-9f33-97c849270cd0 · outbound

This paper cites RSGPT: A remote sensing vision language model and benchmark,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation RSGPT: A remote sensing vision language model and benchmark,

Reference 42

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Observation 8dc022b7-a444-47f3-9988-651b848e23af · outbound

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

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation GeoChat: Grounded large vision-language model for remote sensing,

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-02T07:02:02.926577Z

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Observation e269de29-0b1b-48f8-a140-33d5d64ea681 · outbound

This paper cites LHRS-Bot: Em- powering remote sensing with VGI-enhanced large multimodal language model,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation LHRS-Bot: Em- powering remote sensing with VGI-enhanced large multimodal language model,

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-02T07:02:03.048327Z

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Observation fd05bbea-6d6f-4416-b874-3e071f60e315 · outbound

This paper cites Introducing GPT-5.4,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Introducing GPT-5.4,

Reference 45

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Observation af5923d2-a323-4b7e-ab3d-fd2e12722957 · outbound

This paper cites Grounding DINO: Marrying DINO with grounded pre- training for open-set object detection,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Grounding DINO: Marrying DINO with grounded pre- training for open-set object detection,

Reference 46

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Observation 0e0901f2-cbe8-4ae0-884a-ba8315c6cc48 · outbound

This paper cites SAM 3: Segment Anything with Concepts.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation SAM 3: Segment Anything with Concepts

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-02T07:02:03.521164Z

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Observation 1379aeac-22ad-43ce-9e6c-0aba15256823 · outbound

This paper cites Generating plausible distractors for multiple- choice questions via student choice prediction,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Generating plausible distractors for multiple- choice questions via student choice prediction,

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-02T07:02:03.655700Z

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Observation f781ae58-78b4-4669-aa15-84d8c24f7be9 · outbound

This paper cites BLEU: A method for automatic evaluation of machine translation,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation BLEU: A method for automatic evaluation of machine translation,

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-02T07:02:03.805124Z

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Observation f5b0807c-b9fa-4eaa-885e-6ff95888e4d1 · outbound

This paper cites ROUGE: A package for automatic evaluation of summaries,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation ROUGE: A package for automatic evaluation of summaries,

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-02T07:02:03.927078Z

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Observation b36feb9d-f3f4-40a1-b408-5cf32f095b76 · outbound

This paper cites BERTScore: Evaluating text generation with BERT,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation BERTScore: Evaluating text generation with BERT,

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-02T07:02:04.089682Z

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Observation 179dcb5f-3f1d-416d-95dc-f9f28006595e · outbound

This paper cites The PASCAL visual object classes (VOC) challenge,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation The PASCAL visual object classes (VOC) challenge,

Reference 52

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Observation 58a8ba7a-134e-4dd2-ae43-7665eac60554 · outbound

This paper cites Natural language object retrieval,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Natural language object retrieval,

Reference 53

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Observation 70d9a255-76f9-474a-baab-bf09952d81e6 · outbound

This paper cites Fully convolutional networks for semantic segmentation,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Fully convolutional networks for semantic segmentation,

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-02T07:02:04.495809Z

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Observation c6c035ac-b0c7-41cd-9510-d389380fe3a2 · outbound

This paper cites Measures of the amount of ecologic association between species,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Measures of the amount of ecologic association between species,

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-02T07:02:04.667092Z

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Observation a86fa36a-8b3c-4f06-9cca-039816ebc2c5 · outbound

This paper cites Gemini 3 Flash,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Gemini 3 Flash,

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-02T07:02:04.750111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aac11fbe-ea5d-4e5e-bbed-4d88122170c5 · outbound

This paper cites Qwen3-VL Technical Report.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Qwen3-VL Technical Report

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-02T07:02:04.867362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8943c0a6-5674-4619-967f-af2f991199ba · outbound

This paper cites GPT-4o system card,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation GPT-4o system card,

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-02T07:02:05.012672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dde9a257-683e-4c8b-890f-832cf5367a48 · outbound

This paper cites Qwen2.5-VL Technical Report.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Qwen2.5-VL Technical Report

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-02T07:02:05.156588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a1668fa-a698-46a8-ab74-5f8aeb12a0a1 · outbound

This paper cites Claude Sonnet 4.6 system card,.

RRS-10K: A Multitask Vision-Language Model Benchmark for Rare Remote Sensing Image Interpretation Claude Sonnet 4.6 system card,

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-02T07:02:05.336238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers