Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T20:28:36.009671Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 1 inbound Pith citation observation for arXiv:2509.08583.
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 2026-08-04T20:28:36.009671Z
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 2026-08-04T20:28:31.789998Z
A source-named dated measurement, never combined with another source.
Source: cited_works
38 of 38 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 0ee2f545-124c-4f9e-90b5-6fc1d0b04677 · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization EfficientIML: Efficient High-Resolution Image Manipulation Localization
Reference 1
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Observation c9b41059-df83-4077-84c3-0a39a6030ded · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Unresolved cited work
Reference 2
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Observation 16065e00-b68c-4070-bbd7-9d5f93df6d7b · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Unresolved cited work
Reference 3
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Observation 01379385-0309-4823-9762-314d22251f19 · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Our construction pipeline is a modified version based on the Inpaint Anything framework[15] and the source images are selected from the SAM9K dataset[16]
Reference 4
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Observation 0dccd32a-a11c-4cb3-984b-7956c7dde78d · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization 3) by integrating an optimized EfficientRWKV backbone with a customized multi-scale prediction scheme
Reference 5
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Observation 9196f552-23f9-4837-94ff-c334b38d15d2 · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Unresolved cited work
Reference 6
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Observation 54049824-fe71-490e-80d1-0f00d8dd5740 · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Unresolved cited work
Reference 7
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Observation 039a6aaf-1e7d-404d-b0fb-e514156dd117 · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Evaluation Criteria.We evaluate all models using four met- rics: Pixel-F1 score, Area Under the ROC Curve (AUC), In- tersection over Union (IoU), and Pixel-Accuracy
Reference 8
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Observation b0ff44d3-8f98-42cd-ad3c-e47691f86fef · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Ex- tensive experiments on SIF and standard benchmarks demon- strate that our method achieves state-of-the-art localization performance and runtime efficiency
Reference 9
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Unavailable: canonical work link unavailable.
Observation 08184ccc-106f-4813-a7ae-54743f9253c8 · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization High-resolution image synthesis with latent diffu- sion models,
Reference 10
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Observation 9f9acaa2-6f71-417a-a673-9dd2547711e6 · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization CASIA image tampering de- tection evaluation database,
Reference 11
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Observation d2696339-30da-4260-90a4-bca348278298 · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Hybrid image-retrieval method for image-splicing validation,
Reference 12
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Observation 5df49288-cfc5-4cfc-a62d-cdaa97a7fb99 · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Detecting image splicing using geome- try invariants and camera characteristics consistency,
Reference 13
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Unavailable: canonical work link unavailable.
Observation 609a8c42-1aa9-40e4-905f-5d6926399b0a · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Mfc datasets: Large-scale benchmark datasets for media forensic challenge evaluation,
Reference 14
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Unavailable: canonical work link unavailable.
Observation faa6f700-a8f8-4c18-af1d-9de8f4ed7632 · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization DEFACTO: image and face manipulation dataset,
Reference 15
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Unavailable: canonical work link unavailable.
Observation 692ca193-48f4-4263-85cb-e1e72fa1622e · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Coverage – a novel database for copy-move forgery detection,
Reference 16
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Unavailable: canonical work link unavailable.
Observation 75e4dca5-3996-4ff4-a3a3-c7b6bb45f77d · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Imd2020: A large-scale annotated dataset tailored for detecting manipulated im- ages,
Reference 17
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Unavailable: canonical work link unavailable.
Observation 1f6e9b51-623f-445a-b719-50b2bb1f2f17 · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization A new bench- mark and model for challenging image manipulation detection,
Reference 18
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Unavailable: canonical work link unavailable.
Observation 08edf2e6-1b20-47a5-94d6-9c280c5e5e28 · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization A Semantically Im- pactful Image Manipulation Dataset: Characterizing Image Manipula- tions Using Semantic Significance ,
Reference 19
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Unavailable: canonical work link unavailable.
Observation 3487f3bd-ee70-46dd-8327-eef5bb28c619 · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Iml-vit: Benchmarking image manipulation localization by vision transformer,
Reference 20
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Unavailable: canonical work link unavailable.
Observation 51694a48-7cd1-446e-8991-b10aae677167 · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Mvss-net: Multi-view multi-scale supervised networks for image ma- nipulation detection,
Reference 21
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Unavailable: canonical work link unavailable.
Observation e464fb5a-85c3-4784-bc97-11c2c5a8fce4 · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Shvit: Single-head vision trans- former with memory efficient macro design,
Reference 22
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Unavailable: canonical work link unavailable.
Observation d8e9218c-62e5-48f2-a344-ae43812ed5d3 · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Vision-RWKV: Efficient and Scalable Visual Perception with RWKV-Like Architectures
Reference 23
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Unavailable: canonical work link unavailable.
Observation 8eec8815-3a5b-478a-b2a9-a44f6e7e12ce · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Inpaint Anything: Segment Anything Meets Image Inpainting
Reference 24
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Observation 37a0c1f3-99ba-4f08-8993-6129f82eb6e5 · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Sharegpt4v: Improving large multi-modal models with better captions,
Reference 25
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Unavailable: canonical work link unavailable.
Observation 24af8ba5-ed49-4387-b350-b2135c3a72dc · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Hierarchical open-vocabulary universal image segmentation,
Reference 26
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Unavailable: canonical work link unavailable.
Observation 1a80bcb1-df65-4438-a1bf-d3e4a83fa8ba · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond
Reference 27
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Unavailable: canonical work link unavailable.
Observation 7542760b-f068-4d65-bbcd-916eae9a1bb8 · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Pscc-net: Progressive spatio-channel correlation network for image manipulation detection and localization,
Reference 28
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Unavailable: canonical work link unavailable.
Observation f42ef13e-492f-4f66-964c-f166be3ec59c · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Tresnet: High performance gpu- dedicated architecture,
Reference 29
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Unavailable: canonical work link unavailable.
Observation b32196de-b039-4821-8262-df467c86d80d · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Training data-efficient im- age transformers & distillation through attention,
Reference 30
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Unavailable: canonical work link unavailable.
Observation 5bc93c40-c7cb-4083-9d44-dfe8e39ff956 · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Decoupled weight decay regular- ization,
Reference 31
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Unavailable: canonical work link unavailable.
Observation 9ea7e0e9-ac72-457d-80a5-04184d5dad7e · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Sgdr: Stochastic gradient descent with warm restarts,
Reference 32
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Unavailable: canonical work link unavailable.
Observation 57ab7902-59f2-4692-bd93-695de7f40ed1 · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Emerging properties in self-supervised vision transformers,
Reference 33
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Unavailable: canonical work link unavailable.
Observation 3524cfd8-9bc5-453a-8ec1-56fcfcb94fea · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Imdl- benco: A comprehensive benchmark and codebase for image manipu- lation detection & localization,
Reference 34
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Observation feb177de-fa02-4740-8aca-b13005e0d0c0 · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Cnn-generated images are surprisingly easy to spot...for now,
Reference 35
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Observation 71c7c8ae-5403-4bbb-ac5c-a31bfe6b11dc · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Mantra-net: Manipulation tracing network for detection and localization of image forgeries with anomalous features,
Reference 36
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Unavailable: canonical work link unavailable.
Observation 182176e1-a5ae-47e8-b98b-66843068c39b · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Omni-iml: Towards unified image manipulation localization,
Reference 37
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Observation 6f159ada-cd0a-4e3b-b3b2-6c4eb5ced345 · outbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization Evo-vit: Slow-fast token evolution for dynamic vision transformer,
Reference 38
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Observation 0ee2f545-124c-4f9e-90b5-6fc1d0b04677 · inbound
EfficientIML: Efficient High-Resolution Image Manipulation Localization EfficientIML: Efficient High-Resolution Image Manipulation Localization
Reference 1
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