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Paper Citation Record · LEDGER

Explaining AI-Image Detection: What the Heatmap Actually Shows

As of 8 August 2026, this Paper Citation Record lists 69 of 69 outbound references and 0 inbound Pith citation observations for arXiv:2607.29581.

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pith.paper-citation-record.v1
2607.29581 v1

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measured 69 of 69 reference resolution

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measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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Reference resolution

69 of 69 outbound references displayed

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External citation measurements

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Outbound references

Observation ec048f73-a779-403b-84d4-6d0ae69ce236 · outbound

This paper cites Cnn-generated images are surprisingly easy to spot... for now,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Cnn-generated images are surprisingly easy to spot... for now,

Reference 1

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Observation f41ce38f-3089-4a3a-b676-ca7212698f59 · outbound

This paper cites Towards universal fake image detectors that generalize across generative models,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Towards universal fake image detectors that generalize across generative models,

Reference 2

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Observation f324ff83-c46f-4b1b-887b-0485aee5cdb1 · outbound

This paper cites On the detection of synthetic images gen- erated by diffusion models,.

Explaining AI-Image Detection: What the Heatmap Actually Shows On the detection of synthetic images gen- erated by diffusion models,

Reference 3

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Observation 5b923802-3b71-4f0b-b621-6827e4cd3fd6 · outbound

This paper cites Fake or jpeg? revealing common biases in generated image detection datasets,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Fake or jpeg? revealing common biases in generated image detection datasets,

Reference 4

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Observation 073a5a87-4722-4fad-b1b0-7fd98b1fdd3a · outbound

This paper cites Sanity checks for saliency maps,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Sanity checks for saliency maps,

Reference 5

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Observation d23a88cc-0e7e-4445-a7e3-3fee53bd0562 · outbound

This paper cites Bias-id: A framework for analyzing transformation biases in ai-generated image detectors,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Bias-id: A framework for analyzing transformation biases in ai-generated image detectors,

Reference 6

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Observation 7d82690f-f118-46e9-9e88-c878da5064e2 · outbound

This paper cites Sanity checks for saliency metrics,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Sanity checks for saliency metrics,

Reference 7

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Observation c986c2ec-6cc1-4b16-9213-9bb05c996ad7 · outbound

This paper cites Genimage: A million-scale benchmark for detecting ai-generated image,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Genimage: A million-scale benchmark for detecting ai-generated image,

Reference 8

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Observation 00eb13c1-4d3d-4ced-8a9c-2f9670eacd45 · outbound

This paper cites How fragile are training-free ai- generated image detectors? a controlled audit of score direc- tion, preprocessing, and compression,.

Explaining AI-Image Detection: What the Heatmap Actually Shows How fragile are training-free ai- generated image detectors? a controlled audit of score direc- tion, preprocessing, and compression,

Reference 9

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Observation 9c7a9f4c-70ad-4725-9041-8af4e97fa93b · outbound

This paper cites Dual data alignment makes ai-generated image detector easier generalizable,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Dual data alignment makes ai-generated image detector easier generalizable,

Reference 10

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Observation fcbe4c2d-1191-4921-9459-6e38aad90a8a · outbound

This paper cites Interpretation of neural networks is fragile,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Interpretation of neural networks is fragile,

Reference 11

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Observation b7afe308-7378-42f5-ad7c-5abe0faff638 · outbound

This paper cites The (un)reliability of saliency methods,.

Explaining AI-Image Detection: What the Heatmap Actually Shows The (un)reliability of saliency methods,

Reference 12

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Observation 27f68ff3-62f4-474c-83a5-76e8dd727894 · outbound

This paper cites A comparative evaluation of explainability techniques for image data,.

Explaining AI-Image Detection: What the Heatmap Actually Shows A comparative evaluation of explainability techniques for image data,

Reference 13

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Observation c78d88d4-b5d0-4472-be9a-4f40bd51c166 · outbound

This paper cites A bench- mark for interpretability methods in deep neural networks (roar),.

Explaining AI-Image Detection: What the Heatmap Actually Shows A bench- mark for interpretability methods in deep neural networks (roar),

Reference 14

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This paper cites A consistent and efficient evaluation strategy for attribution methods,.

Explaining AI-Image Detection: What the Heatmap Actually Shows A consistent and efficient evaluation strategy for attribution methods,

Reference 15

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Observation a66c8a34-a5dc-4458-91ba-29847dbb79e6 · outbound

This paper cites Counterfactual visual explanations,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Counterfactual visual explanations,

Reference 16

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Observation 1daa664b-82c8-48d4-8ec4-5aaa7f8f33e2 · outbound

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Explaining AI-Image Detection: What the Heatmap Actually Shows Discriminative attribution from counterfactuals,

Reference 17

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Observation 6b76978f-76f7-4d3e-af14-c7d2c91d897d · outbound

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Explaining AI-Image Detection: What the Heatmap Actually Shows Evaluating weakly supervised object localization methods right,

Reference 18

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Observation a4c7b618-f256-4d8d-a521-9f83a1aeccdd · outbound

This paper cites The central fixation bias in scene viewing: Selecting an optimal viewing position independently of motor biases and image feature distributions,.

Explaining AI-Image Detection: What the Heatmap Actually Shows The central fixation bias in scene viewing: Selecting an optimal viewing position independently of motor biases and image feature distributions,

Reference 19

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Observation ec72dea6-c970-4a5a-94a9-7a72b206cb27 · outbound

This paper cites What do different evaluation metrics tell us about saliency models?,.

Explaining AI-Image Detection: What the Heatmap Actually Shows What do different evaluation metrics tell us about saliency models?,

Reference 20

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Observation 0e77cf8a-35ab-4b81-b02d-1c99a2c85d59 · outbound

This paper cites Trufor: Leveraging all-round clues for trustworthy image forgery detection and localization,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Trufor: Leveraging all-round clues for trustworthy image forgery detection and localization,

Reference 21

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Observation 2aa231f8-f079-42dc-9e03-07f97d632e7e · outbound

This paper cites Weakly-supervised deepfake localization in diffusion-generated images.

Explaining AI-Image Detection: What the Heatmap Actually Shows Weakly-supervised deepfake localization in diffusion-generated images

Reference 22

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Observation 25f00a0f-22e0-4445-b68d-4b4181a9ad0d · outbound

This paper cites SIDA: Social Media Image Deepfake Detection, Localization and Explanation with Large Multimodal Model.

Explaining AI-Image Detection: What the Heatmap Actually Shows SIDA: Social Media Image Deepfake Detection, Localization and Explanation with Large Multimodal Model

Reference 23

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Observation ff485df8-72b0-423e-ac4b-81b0d219b494 · outbound

This paper cites Aigi-holmes: Towards explainable and generalizable ai-generated image detection via multimodal large language models,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Aigi-holmes: Towards explainable and generalizable ai-generated image detection via multimodal large language models,

Reference 24

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Observation 95ca6dee-6d60-494e-95d2-4c4beba55a7e · outbound

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Explaining AI-Image Detection: What the Heatmap Actually Shows Raising the bar of ai-generated image detection with clip,

Reference 25

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Observation d111200d-7c51-4e2b-97e8-ee4b121c25f1 · outbound

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Explaining AI-Image Detection: What the Heatmap Actually Shows Dinov2: Learning robust visual features without supervision,

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Observation d7dc3ec6-f681-4848-a834-cac09ce6194f · outbound

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Explaining AI-Image Detection: What the Heatmap Actually Shows Learning transferable visual models from natural language supervision,

Reference 27

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Observation 365ca9b5-3e14-48e2-a83f-3841e6dbff92 · outbound

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Explaining AI-Image Detection: What the Heatmap Actually Shows Sigmoid loss for language image pre-training,

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Explaining AI-Image Detection: What the Heatmap Actually Shows Perception encoder: The best visual em- beddings are not at the output of the network,

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Explaining AI-Image Detection: What the Heatmap Actually Shows On calibra- tion of modern neural networks,

Reference 30

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Explaining AI-Image Detection: What the Heatmap Actually Shows Rise: Randomized input sampling for explanation of black-box models,

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Explaining AI-Image Detection: What the Heatmap Actually Shows Eraser: A benchmark to evaluate rationalized nlp models,

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Explaining AI-Image Detection: What the Heatmap Actually Shows On the (in)fidelity and sensitivity of explana- tions,

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Explaining AI-Image Detection: What the Heatmap Actually Shows On the faithfulness of vision transformer explanations,

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Explaining AI-Image Detection: What the Heatmap Actually Shows Top-down neural attention by excitation back- prop,

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Explaining AI-Image Detection: What the Heatmap Actually Shows Slic superpixels compared to state-of-the-art superpixel methods,

Reference 36

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Explaining AI-Image Detection: What the Heatmap Actually Shows "why should i trust you?

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This paper cites Understanding deep networks via extremal perturbations and smooth masks,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Understanding deep networks via extremal perturbations and smooth masks,

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Observation 06a72f62-5c8b-4729-bf8b-c187eb0b91c5 · outbound

This paper cites Transformer interpretability beyond attention visualization,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Transformer interpretability beyond attention visualization,

Reference 39

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Observation 0573d6b9-cd6f-4eb5-836e-06ca626876d6 · outbound

This paper cites An image is worth 16x16 words: Transformers for image recognition at scale,.

Explaining AI-Image Detection: What the Heatmap Actually Shows An image is worth 16x16 words: Transformers for image recognition at scale,

Reference 40

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Observation eda8b76a-a46b-4568-9cb2-814f2a5a5198 · outbound

This paper cites De-fake: Detection and attribution of fake images generated by text-to-image generation models,.

Explaining AI-Image Detection: What the Heatmap Actually Shows De-fake: Detection and attribution of fake images generated by text-to-image generation models,

Reference 41

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Observation 68c32c64-b28f-45e5-b0f9-abd4aa8e35ef · outbound

This paper cites Grad-cam: Visual explanations from deep networks via gradient-based localization,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Grad-cam: Visual explanations from deep networks via gradient-based localization,

Reference 42

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Observation 94d05848-7f06-4245-9b60-26fa5090479e · outbound

This paper cites Grad-cam++: Generalized gradient-based visual explanations for deep convolutional networks,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Grad-cam++: Generalized gradient-based visual explanations for deep convolutional networks,

Reference 43

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source=pdf_text observed=2026-08-03T04:13:11.809144Z digest=sha256:c7ef730b39d28d18be52d10bc2c98ad22271579fb4d41e9f0d79e664ca38d891

Observation 030e0f8b-e75c-4be7-9956-1dcec065fafc · outbound

This paper cites Layercam: Exploring hierarchical class activation maps for localization,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Layercam: Exploring hierarchical class activation maps for localization,

Reference 44

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source=pdf_text observed=2026-08-03T04:13:11.813327Z digest=sha256:d9a9a05d25409232b46ee03ef6a9f0ee43df8081f3731409dd648b3c38093908

Observation f136359f-ef73-4be0-bcd3-287c2a0dd5a5 · outbound

This paper cites Score-cam: Score-weighted visual explanations for convolutional neural networks,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Score-cam: Score-weighted visual explanations for convolutional neural networks,

Reference 45

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source=pdf_text observed=2026-08-03T04:13:11.817921Z digest=sha256:732fbdf020c32fd5366a999fb26a0026250b35d6be228ec777c32593cbb47906

Observation cf90607e-3172-4171-b680-ad7a459428fd · outbound

This paper cites Ablation-cam: Visual ex- planations for deep convolutional network via gradient-free localization,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Ablation-cam: Visual ex- planations for deep convolutional network via gradient-free localization,

Reference 46

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source=pdf_text observed=2026-08-03T04:13:11.822099Z digest=sha256:ec2fa34453f247dd04e2642a1c43894e0919b07c1f5e0135c43c58a6d3463bed

Observation 3d93ca58-da77-4d72-b6e8-9067a50a42dc · outbound

This paper cites Axiomatic attribution for deep networks,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Axiomatic attribution for deep networks,

Reference 47

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Observation c0abf3b5-f834-40ce-880f-248fdc539a51 · outbound

This paper cites Smoothgrad: removing noise by adding noise,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Smoothgrad: removing noise by adding noise,

Reference 48

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source=pdf_text observed=2026-08-03T04:13:11.830287Z digest=sha256:4b0ac7e7bd9936a522e1a96f24f69f16fd661e04027f6044040d255dc12edbdf

Observation 23f2dd03-9438-47c8-8188-60338e34d714 · outbound

This paper cites Visualizing and understanding convolutional networks,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Visualizing and understanding convolutional networks,

Reference 49

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Observation e5d573b9-c74c-49f4-b7d9-169f7b0cc7f2 · outbound

This paper cites A unified approach to inter- preting model predictions,.

Explaining AI-Image Detection: What the Heatmap Actually Shows A unified approach to inter- preting model predictions,

Reference 50

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Observation c62d62e8-d257-4dd8-8dc3-b7978bd0c017 · outbound

This paper cites Efficient graph- based image segmentation,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Efficient graph- based image segmentation,

Reference 51

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Observation 27c8951f-cb96-4cd4-aaff-7f8977ddf0b6 · outbound

This paper cites Segment anything,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Segment anything,

Reference 52

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source=pdf_text observed=2026-08-03T04:13:11.848496Z digest=sha256:47617cd75c0cf3e7f098133cf2a4caa9432a46935c0d2dc004c3e2aff1014e4e

Observation 7883ff01-f501-485b-abbf-638acf3ad4ba · outbound

This paper cites Quantifying attention flow in transformers,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Quantifying attention flow in transformers,

Reference 53

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source=pdf_text observed=2026-08-03T04:13:11.852790Z digest=sha256:1bf2130a4522d31c27ce18a704723d0fe71e2d0c76a625e86012de827edeadb0

Observation e98aec4d-cec7-4fc9-bd46-d9d286882008 · outbound

This paper cites Vit-cx: Causal explanation of vision transformers,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Vit-cx: Causal explanation of vision transformers,

Reference 54

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Observation 1558ea2e-d6fb-4aa6-b83d-e099830f5732 · outbound

This paper cites Legrad: An explainability method for vision transformers via feature formation sensitivity,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Legrad: An explainability method for vision transformers via feature formation sensitivity,

Reference 55

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Observation 132b6802-c522-4314-9ae4-3e584046acce · outbound

This paper cites Token transformation matters: Towards faithful post-hoc explanation for vision transformer,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Token transformation matters: Towards faithful post-hoc explanation for vision transformer,

Reference 56

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Observation b9ee39da-e6ef-4fbe-bc50-151f75fa7933 · outbound

This paper cites Quantus: An explainable ai toolkit for responsible evaluation of neural network explanations and beyond,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Quantus: An explainable ai toolkit for responsible evaluation of neural network explanations and beyond,

Reference 57

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Observation 323841ac-c580-43a7-b7f6-b9d6f5c95a94 · outbound

This paper cites The meta-evaluation prob- lem in explainable ai: Identifying reliable estimators with metaquantus,.

Explaining AI-Image Detection: What the Heatmap Actually Shows The meta-evaluation prob- lem in explainable ai: Identifying reliable estimators with metaquantus,

Reference 58

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Observation ce57d919-8465-4859-97d2-18db8b60d34b · outbound

This paper cites A meaningful perturbation metric for evaluating explainability methods,.

Explaining AI-Image Detection: What the Heatmap Actually Shows A meaningful perturbation metric for evaluating explainability methods,

Reference 59

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Observation f377865b-5859-4e87-b676-98bff56c1eef · outbound

This paper cites Saliency benchmarking made easy: Separating models, maps and met- rics,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Saliency benchmarking made easy: Separating models, maps and met- rics,

Reference 60

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Observation 8b493408-246e-4d13-aa90-49b6fa6e6cf6 · outbound

This paper cites Hierar- chical fine-grained image forgery detection and localization,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Hierar- chical fine-grained image forgery detection and localization,

Reference 61

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Observation b78db149-4e49-4868-8272-7d0e24876c51 · outbound

This paper cites Iml- vit: Benchmarking image manipulation localization by vision transformer,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Iml- vit: Benchmarking image manipulation localization by vision transformer,

Reference 62

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Observation 1c125403-ac22-4636-8984-52156b0edba9 · outbound

This paper cites Learning jpeg compression artifacts for image manipulation detection and localization (cat-net),.

Explaining AI-Image Detection: What the Heatmap Actually Shows Learning jpeg compression artifacts for image manipulation detection and localization (cat-net),

Reference 63

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Observation 383fa0a4-4a74-44d6-ae3c-7f810dc65e3a · outbound

This paper cites Casia image tampering detec- tion evaluation database,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Casia image tampering detec- tion evaluation database,

Reference 64

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source=pdf_text observed=2026-08-03T04:13:11.897654Z digest=sha256:42b63ab56ce6f78bbfb103d3ca1379564fc647459bb50fdd47d33202a0c9f59b

Observation 3212362b-2a50-48ad-aaba-e5b61729f330 · outbound

This paper cites Imd2020: A large- scale annotated dataset tailored for detecting manipulated images,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Imd2020: A large- scale annotated dataset tailored for detecting manipulated images,

Reference 65

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source=pdf_text observed=2026-08-03T04:13:11.902142Z digest=sha256:9abfdcd4dfe4f5d24607cb6752b1a76c3dc3eb57621febff33fe4e19a3742f35

Observation 64842b97-1c32-41cb-bee7-8b5501151fff · outbound

This paper cites Au- tosplice: A text-prompt manipulated image dataset for media forensics,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Au- tosplice: A text-prompt manipulated image dataset for media forensics,

Reference 66

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source=pdf_text observed=2026-08-03T04:13:11.906271Z digest=sha256:109f945a1831fd96ce2311cc03741c20df4ad5e5ebaa5d06cd0c76021f0f09b3

Observation b8e46afe-dddf-4306-b24b-994e85eb2f56 · outbound

This paper cites Magicbrush: A manually annotated dataset for instruction-guided image editing,.

Explaining AI-Image Detection: What the Heatmap Actually Shows Magicbrush: A manually annotated dataset for instruction-guided image editing,

Reference 67

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source=pdf_text observed=2026-08-03T04:13:11.910684Z digest=sha256:cdd6b2e3896d2cd0080f12031b1f5bcb341e2d72508ac9617ba5eed9bef4d621

Observation 184dbbc4-11a4-43a7-abff-4324a880c2d9 · outbound

This paper cites one reference → one model → one composite prompt → one image.

Explaining AI-Image Detection: What the Heatmap Actually Shows one reference → one model → one composite prompt → one image

Reference 68

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source=pdf_text observed=2026-08-03T04:13:11.915654Z digest=sha256:e9830f6736a01d093a20660020d086a7941d10ad07a3d846d40a39986f1c4976

Observation 4a3c5275-5911-4e91-b325-65ab87dee827 · outbound

This paper cites check passed.

Explaining AI-Image Detection: What the Heatmap Actually Shows check passed

Reference 69

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