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Paper Citation Record · LEDGER

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement

As of 13 August 2026, this Paper Citation Record lists 78 of 78 outbound references and 0 inbound Pith citation observations for arXiv:2501.01691.

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

pith.paper-citation-record.v1
2501.01691 v2

Coverage vector

measured 78 of 78 reference resolution

Typed states for the displayed outbound observations.

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measured 78 of 78 standing notices

One-hop event checks from named stored sources.

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measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

78 of 78 outbound references displayed

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External citation measurements

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Outbound references

Observation a6f73d8e-1b66-45d9-b0a9-30c472ab261d · outbound

This paper cites Deep learning for healthcare applications based on physiological signals: A review,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Deep learning for healthcare applications based on physiological signals: A review,

Reference 1

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Observation 418ff339-e2b9-4f7f-8f58-a6cfcfd549d4 · outbound

This paper cites Heart rate variability: a review,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Heart rate variability: a review,

Reference 2

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Observation 8e5308a0-e93a-416e-be09-3c5769b4bc29 · outbound

This paper cites Heart rate variability: measurement and clinical utility,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Heart rate variability: measurement and clinical utility,

Reference 3

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Observation 64010e8c-197f-4a26-a266-b88a6a56b705 · outbound

This paper cites Blind source separation and independent component analysis: A review,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Blind source separation and independent component analysis: A review,

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation d7fdb264-9064-4441-8af2-ed234c37299b · outbound

This paper cites Robust pulse rate from chrominance-based rppg,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Robust pulse rate from chrominance-based rppg,

Reference 5

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Source-reported events for the cited work

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Observation 2f931609-f61f-409c-8491-8264179760b0 · outbound

This paper cites Improved motion robustness of remote- ppg by using the blood volume pulse signature,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Improved motion robustness of remote- ppg by using the blood volume pulse signature,

Reference 6

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Source-reported events for the cited work

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Observation 629b3e9b-e8f4-46bf-b02c-f9636aa9654e · outbound

This paper cites Contact-free screening of atrial fibrillation by a smartphone using facial pulsatile photoplethysmographic signals,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Contact-free screening of atrial fibrillation by a smartphone using facial pulsatile photoplethysmographic signals,

Reference 7

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Source-reported events for the cited work

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Observation 3eb232d9-12ce-40e8-9c7b-c932e3e7ffe2 · outbound

This paper cites Synrhythm: Learning a deep heart rate estimator from general to specific,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Synrhythm: Learning a deep heart rate estimator from general to specific,

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 9e5a6eac-5b95-4625-a632-4e9fb0bdfe08 · outbound

This paper cites Remote heart rate measurement from highly compressed facial videos: an end-to-end deep learning solution with video enhancement,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Remote heart rate measurement from highly compressed facial videos: an end-to-end deep learning solution with video enhancement,

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation abf96f41-a796-415a-b7a6-abafa70a9b27 · outbound

This paper cites Facial video-based remote physiological measurement via self-supervised learning,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Facial video-based remote physiological measurement via self-supervised learning,

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 95644be1-881b-4fec-91bb-4ba725a27c7b · outbound

This paper cites Heart rate recovery and treadmill exercise score as predictors of mortality in patients referred for exercise ecg,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Heart rate recovery and treadmill exercise score as predictors of mortality in patients referred for exercise ecg,

Reference 11

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 3d2e8940-7594-4275-b6f3-008682e0ee80 · outbound

This paper cites Accurate heart rate monitoring during physical exercises using ppg,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Accurate heart rate monitoring during physical exercises using ppg,

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 4b9f851d-25c4-4811-b431-2d7e4dadf561 · outbound

This paper cites Rhythmnet: End-to-end heart rate estimation from face via spatial-temporal representation,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Rhythmnet: End-to-end heart rate estimation from face via spatial-temporal representation,

Reference 13

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 90c930e0-1863-43eb-b3bf-25b6efca125a · outbound

This paper cites Facial-video-based physiological signal measurement: Recent advances and affective applications,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Facial-video-based physiological signal measurement: Recent advances and affective applications,

Reference 14

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 10da6b3d-e0be-44cf-9a6b-098478cec2c8 · outbound

This paper cites Meta-rppg: Remote heart rate estima- tion using a transductive meta-learner,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Meta-rppg: Remote heart rate estima- tion using a transductive meta-learner,

Reference 15

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Source-reported events for the cited work

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Observation 9747575c-ad6e-43ee-a8e7-089f237227b2 · outbound

This paper cites Dual-gan: Joint bvp and noise modeling for remote physiological measurement,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Dual-gan: Joint bvp and noise modeling for remote physiological measurement,

Reference 16

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Source-reported events for the cited work

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Observation e30db996-8ced-4d04-809d-4ce6ca063de7 · outbound

This paper cites Video- based heart rate measurement: Recent advances and future prospects,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Video- based heart rate measurement: Recent advances and future prospects,

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 3de918cc-c89c-41cb-babf-0c3abfaa79e6 · outbound

This paper cites Modeling diffuse reflectance from semi- infinite turbid media: application to the study of skin optical properties,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Modeling diffuse reflectance from semi- infinite turbid media: application to the study of skin optical properties,

Reference 18

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 8e5f89a8-733a-4844-a5e0-ddd13ecc6c34 · outbound

This paper cites Remote plethysmo- graphic imaging using ambient light.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Remote plethysmo- graphic imaging using ambient light

Reference 19

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 8e24b76f-ff7c-4ff9-a9c1-84abf05273a3 · outbound

This paper cites Algorithmic principles of remote ppg,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Algorithmic principles of remote ppg,

Reference 20

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 290e6b09-1771-4c00-bd12-00625750810e · outbound

This paper cites Deep learning methods for remote heart rate measurement: A review and future research agenda,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Deep learning methods for remote heart rate measurement: A review and future research agenda,

Reference 21

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 49003d03-527f-4f9c-9ee3-bee5c6427c9c · outbound

This paper cites And-rppg: A novel denoising-rppg network for improving remote heart rate estimation,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement And-rppg: A novel denoising-rppg network for improving remote heart rate estimation,

Reference 22

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 2e0e4b24-ffda-4542-a99c-e7a06c832094 · outbound

This paper cites Non-contact, automated cardiac pulse measurements using video imaging and blind source separation.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Non-contact, automated cardiac pulse measurements using video imaging and blind source separation

Reference 23

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation cb78496d-9a71-420a-9fab-78d54ed8570d · outbound

This paper cites Measuring pulse rate with a webcam—a non-contact method for evaluating cardiac activity,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Measuring pulse rate with a webcam—a non-contact method for evaluating cardiac activity,

Reference 24

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation baab3962-b74b-4e21-821b-683cc29465e9 · outbound

This paper cites Deepphys: Video-based physiological mea- surement using convolutional attention networks,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Deepphys: Video-based physiological mea- surement using convolutional attention networks,

Reference 25

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation f4e7a868-2405-4af4-ae45-49bd4e922d19 · outbound

This paper cites Robust heart rate estimation with spatial–temporal attention network from facial videos,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Robust heart rate estimation with spatial–temporal attention network from facial videos,

Reference 26

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 76f1dac2-a3e4-4cfc-99f0-4f78dfb85400 · outbound

This paper cites The way to my heart is through contrastive learning: Remote photoplethysmography from unlabelled video,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement The way to my heart is through contrastive learning: Remote photoplethysmography from unlabelled video,

Reference 27

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 46fb7050-e7a4-4293-b948-c63551e90581 · outbound

This paper cites Rtrppg: An ultra light 3dcnn for real-time remote photoplethysmography,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Rtrppg: An ultra light 3dcnn for real-time remote photoplethysmography,

Reference 28

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 009cad01-b399-481f-a659-3c53e4834c10 · outbound

This paper cites Transrppg: Remote photoplethys- mography transformer for 3d mask face presentation attack detection,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Transrppg: Remote photoplethys- mography transformer for 3d mask face presentation attack detection,

Reference 29

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 65b9331a-80f9-4e72-87a1-dd6688862133 · outbound

This paper cites Continuous gesture segmentation and recognition using 3dcnn and convolutional lstm,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Continuous gesture segmentation and recognition using 3dcnn and convolutional lstm,

Reference 30

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 0af50698-2e2f-4968-a8ac-e6ac6421a36a · outbound

This paper cites Attention is all you need,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Attention is all you need,

Reference 31

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 88ee1925-1ec6-4aac-80b0-defab2b39156 · outbound

This paper cites Are transformer-based models more robust than cnn-based models?.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Are transformer-based models more robust than cnn-based models?

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.458665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.805959Z digest=sha256:bcff530704fd2f02237533291db308534bc70781e15327a5b0bebe14ffa669c9

Observation 8246c9c8-9e95-40e0-aa70-0346ba6b6b2c · outbound

This paper cites Un- supervised skin tissue segmentation for remote photoplethysmography,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Un- supervised skin tissue segmentation for remote photoplethysmography,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.449692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.808838Z digest=sha256:4aefea141e2ca72e83d4bf00534e8a96f0276587f0cbc6358397ba197d8d1fb3

Observation 1e705ac1-3899-444a-966e-fd314d53a636 · outbound

This paper cites Non-contact video-based pulse rate measurement on a mobile service robot,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Non-contact video-based pulse rate measurement on a mobile service robot,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.440285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.812131Z digest=sha256:a8ee82dafcbed7602b05bc28ba7c0c91d16853591e919f623cc5c7d1e7dd05fc

Observation cacd8bf7-afe7-4a61-8964-49db3b12155b · outbound

This paper cites Deap: A database for emotion analysis; using physiological signals,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Deap: A database for emotion analysis; using physiological signals,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.430729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.815394Z digest=sha256:d732c8dc3fad3928b8fa7a455290a8e05eb77956d4e57b2eed9ccfea9ac998ef

Observation 72373264-4580-42c0-b8ca-e84261bd95f3 · outbound

This paper cites Visual heart rate estimation with convolutional neural network,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Visual heart rate estimation with convolutional neural network,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.421717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.819239Z digest=sha256:eb4f94c9b45f3404395854b8df8b6c04a401700fd88f7c57c5267cbb3a8e4780

Observation 22c043ee-d209-4a40-a032-3af79f18526d · outbound

This paper cites A Reproducible Study on Remote Heart Rate Measurement.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement A Reproducible Study on Remote Heart Rate Measurement

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-10T22:25:29.822534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:25:29.822534Z digest=sha256:c598a71cc6d347651205191f535f410cc264ecd4dd9dedd57b11c15bf0c4c2c4

Observation 3d5c06d8-a4a1-4f9f-8b22-bd91a4d735c7 · outbound

This paper cites Remote photoplethys- mography with constrained ica using periodicity and chrominance constraints,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Remote photoplethys- mography with constrained ica using periodicity and chrominance constraints,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.411475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.826149Z digest=sha256:7e6724589af6560257526cea365d844c021724f0afb2f3afa9390b4b4bc2ad66

Observation f62b9fad-ca11-4e6d-9d21-f3522fc4497c · outbound

This paper cites Heart rate and heart rate variability from single-channel video and ica integration of multiple signals,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Heart rate and heart rate variability from single-channel video and ica integration of multiple signals,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.401825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.829521Z digest=sha256:750831931a6ff8029c1e8083b783066887e18bd16cf6d57399664083097bafd2

Observation 7821c74c-5736-4045-8972-55c398a846de · outbound

This paper cites Non-contact heart rate monitoring by combining convolutional neural network skin detection and remote photoplethysmography via a low-cost camera,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Non-contact heart rate monitoring by combining convolutional neural network skin detection and remote photoplethysmography via a low-cost camera,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.392106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.833384Z digest=sha256:59547eb0617e0f84a9f04a6cf32f237bac969fa655a61f2bbe74bad6653ade55

Observation f8101502-19d1-4dc9-a9f7-9e0e42629f08 · outbound

This paper cites A lstm-based re- altime signal quality assessment for photoplethysmogram and remote photoplethysmogram,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement A lstm-based re- altime signal quality assessment for photoplethysmogram and remote photoplethysmogram,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.382370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.836660Z digest=sha256:5766112dcb2a991773db12c714a147fc716ef9ea954245db08238df33fae0e6f

Observation b95dc2f7-d63e-4d9d-89a4-a8ac46a213a7 · outbound

This paper cites Remote heart rate estimation by signal quality attention network,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Remote heart rate estimation by signal quality attention network,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.372367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.839932Z digest=sha256:ebd5e34c80704cb6f65b1a667124bcfd22c6e979588679295318623c960e9809

Observation 72857e17-3ffb-4fd2-97c7-c98dbba2d82b · outbound

This paper cites Long short-term memory deep-filter in remote photoplethysmography,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Long short-term memory deep-filter in remote photoplethysmography,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.363261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.843433Z digest=sha256:07a69267cfc7fddee3fd515b555c8972e36512cfea6e51fd7a107df4914aa361

Observation 6e26d8cc-f992-4264-a262-c211fd137c10 · outbound

This paper cites rppg-mae: Self- supervised pretraining with masked autoencoders for remote physiolog- ical measurements,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement rppg-mae: Self- supervised pretraining with masked autoencoders for remote physiolog- ical measurements,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.354547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.846723Z digest=sha256:9cf345dd3d5378986911c93c9d78e046b6745b07d7feaeb44d96ccfe546e05de

Observation dc08d461-30d7-456f-8153-0a7c3df5ac15 · outbound

This paper cites Demodulation based transformer for rppg generation and heart rate estimation,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Demodulation based transformer for rppg generation and heart rate estimation,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.345811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.849940Z digest=sha256:184549f6216cc7d4308d487000347c66090688138811dcd819ba921a3c131e36

Observation f55a554e-6e14-450e-bc39-a9b00aa37c69 · outbound

This paper cites Self-supervised rgb-nir fusion video vision transformer framework for rppg estimation,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Self-supervised rgb-nir fusion video vision transformer framework for rppg estimation,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.336438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.853021Z digest=sha256:2768ab841cc0706e93f1f101e68f6234a91aeeacd2af045339749b0c99481266

Observation 30d2f730-644f-4611-86db-2ab4a74e9e95 · outbound

This paper cites Physformer: Facial video-based physiological measurement with temporal difference transformer,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Physformer: Facial video-based physiological measurement with temporal difference transformer,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.326059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.856010Z digest=sha256:4bc262a1357972148e895ee2b640234140f752a7dd38ed01bbbe9dacfffcb8ee

Observation 8ba594a7-adcd-4703-8c2f-bea00843486f · outbound

This paper cites Shuffle-rppgnet: Efficient network with global context for remote heart rate variability measurement,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Shuffle-rppgnet: Efficient network with global context for remote heart rate variability measurement,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.315623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.859040Z digest=sha256:fa0549a50e8bffdddd8d7460175621ae17d3d428e9e9f711eb0efe3177da726d

Observation d32094d0-ba14-44c8-8ad8-688cdf29342a · outbound

This paper cites Pulsenet: A multitask learning network for remote heart rate estimation,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Pulsenet: A multitask learning network for remote heart rate estimation,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.305471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.862091Z digest=sha256:b59fba97248f2370079a7b72a932515c750144db60e28a8494fee2e30eed1e90

Observation 0478778b-91fe-4c92-8b49-6da9af27e02a · outbound

This paper cites Cross-architecture self-supervised video representation learning,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Cross-architecture self-supervised video representation learning,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.296478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.864885Z digest=sha256:f762291575684557ebe374f421976f8f56295025ccec1abf57c05116a11e7d8f

Observation dfe2c84e-1792-4653-94d0-25d098daa5b4 · outbound

This paper cites Vitae: Vision transformer advanced by exploring intrinsic inductive bias,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Vitae: Vision transformer advanced by exploring intrinsic inductive bias,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.286629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.867862Z digest=sha256:555b498736f9329420fdc19239ea001891ea582f061ae145576f96ca77a0b093

Observation 09d668cf-8c56-407a-8f3c-5c54da6eba4c · outbound

This paper cites A random cnn sees objects: One inductive bias of cnn and its applications,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement A random cnn sees objects: One inductive bias of cnn and its applications,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.276967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.871058Z digest=sha256:90c36fee47431eea2408ec10b7642fa870162a5c5abf0427c51aaef8f2cbc0ce

Observation 3e00bcff-f27b-439a-9a78-1c9650485eb8 · outbound

This paper cites Dichromatic reflection models for a variety of materials,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Dichromatic reflection models for a variety of materials,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.267522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.874046Z digest=sha256:f200df5d89fa91c44ecb066393795ecd15247beeac0f92df37b7b306d9863cd0

Observation bf1aef95-03ec-468a-8ea5-bcd93514d604 · outbound

This paper cites Image quality metrics: Psnr vs. ssim,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Image quality metrics: Psnr vs. ssim,

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.258372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.877091Z digest=sha256:78500e1ef12813466f64bce637a0b17b4cb746527761585dcddb757c7994eb93

Observation 93304fb5-e2d7-49b0-bba2-7d8da739b1fa · outbound

This paper cites Vivit: A video vision transformer,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Vivit: A video vision transformer,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.249649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.880152Z digest=sha256:f965fb1ae9b6a10d099683964ca4fd6f5c08b6ffd6028b70d3ce4dfb558f08bd

Observation 8d845322-1422-4d43-a98b-2965e38ed0d5 · outbound

This paper cites Pulsegan: Learning to generate realistic pulse waveforms in remote photoplethys- mography,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Pulsegan: Learning to generate realistic pulse waveforms in remote photoplethys- mography,

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.240098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.883274Z digest=sha256:a8857c43c717d209fa08da9f4952f815ce381cc9942c91c5ddeba56962e79992

Observation 555d47b1-2907-46cf-9f96-1a88abc46882 · outbound

This paper cites Time-frequency learning frame- work for rppg signal estimation using scalogram based feature map of facial video data,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Time-frequency learning frame- work for rppg signal estimation using scalogram based feature map of facial video data,

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.230677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.886267Z digest=sha256:20dafadec5adaac56c46e01c787eb1397eee7b2a8c16f3f376a5cd8fdd99eea9

Observation 537b987d-6dcf-41a5-949a-04ac9345fc40 · outbound

This paper cites Pytorch: An imperative style, high-performance deep learning library,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Pytorch: An imperative style, high-performance deep learning library,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.221331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.889393Z digest=sha256:edc9f4e27d2621efc9ec8fa484bcdbc61bf2aa2d86853964980928f674d4ae71

Observation f2d2ffe4-daf0-4fe0-8afb-7788a3c636e7 · outbound

This paper cites Decoupled Weight Decay Regularization.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Decoupled Weight Decay Regularization

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-10T22:25:29.892211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:25:29.892211Z digest=sha256:8c89198112fed8f14195ba789baffcbeee22e95253b9adcaace0f1b56361e47e

Observation 2db4f923-c479-467a-bb50-a1b65db52610 · outbound

This paper cites Analysing noisy driver physiology real-time using off-the-shelf sensors: Heart rate analysis software from the taking the fast lane project,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Analysing noisy driver physiology real-time using off-the-shelf sensors: Heart rate analysis software from the taking the fast lane project,

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.211759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.895683Z digest=sha256:ecba3d4b9d018c51c5df45e3b20f0d2fee417407ea47b67b9d4212403ff504e2

Observation 67ce2f4b-5ee0-414e-951e-38b6760805c3 · outbound

This paper cites Advancements in non- contact, multiparameter physiological measurements using a webcam,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Advancements in non- contact, multiparameter physiological measurements using a webcam,

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.201650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.898859Z digest=sha256:d9c598ba840e0592ec4f91d7bebd435877baa930c69cb199e52a323b2fd729a1

Observation 015e04df-fdab-476d-9f77-fd42c53fec6f · outbound

This paper cites The obf database: A large face video database for remote physiological signal measurement and atrial fibrillation detection,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement The obf database: A large face video database for remote physiological signal measurement and atrial fibrillation detection,

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.191848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.902145Z digest=sha256:b9862a7065c32e0d34ec90fded92cd938b6b64ff919a99e4cda3f3d714d5a080

Observation 3c6e82b2-153c-4dee-90c7-df0ccf5e2127 · outbound

This paper cites Video-based remote physiological measurement via cross-verified feature disentangling,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Video-based remote physiological measurement via cross-verified feature disentangling,

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.181887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.905244Z digest=sha256:4eef9b6c51d28a732545a6016b5cd205027924f6e95dee6fc0f692c4b72f8264

Observation 872f1612-951a-4793-bbd6-900e2897be24 · outbound

This paper cites Contrast-phys: Unsupervised video-based remote physiological measurement via spatiotemporal contrast,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Contrast-phys: Unsupervised video-based remote physiological measurement via spatiotemporal contrast,

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.172335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 995896e3-0d32-4059-a9f7-436d559999da · outbound

This paper cites A novel algorithm for remote photoplethysmography: Spatial subspace rotation,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement A novel algorithm for remote photoplethysmography: Spatial subspace rotation,

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.162729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 81346a55-0c32-4e09-b75d-6cfc6a797aeb · outbound

This paper cites Remote heart rate measurement from face videos under realistic situations,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Remote heart rate measurement from face videos under realistic situations,

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.152503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.914296Z digest=sha256:6540aba723e5cfb8f2393179581f596a5ad647e193cd4b815eadeb831c80d7c8

Observation aede2977-672d-48bb-b33a-29995f271ec5 · outbound

This paper cites Cpulse: heart rate estimation from rgb videos under realistic conditions,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Cpulse: heart rate estimation from rgb videos under realistic conditions,

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.142455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.917334Z digest=sha256:b025b6ea063cfd0a6682f2b483f431a7d03ef1fac21fe1b3c926c08b9d3f5c5f

Observation 1ad6ef4d-0b48-48db-b701-4dd4645d3054 · outbound

This paper cites Learning motion-robust remote photoplethys- mography through arbitrary resolution videos,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Learning motion-robust remote photoplethys- mography through arbitrary resolution videos,

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.131860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.920811Z digest=sha256:3bec4c302d144125913f8d674fa92e6054dec53c1040abbf6173ca98f64d262e

Observation a7397ec5-325d-4167-92ef-9598c0d98ef5 · outbound

This paper cites Non-contrastive unsuper- vised learning of physiological signals from video,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Non-contrastive unsuper- vised learning of physiological signals from video,

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.121670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.924160Z digest=sha256:3f33845159df43813f174b8d8d6f7f5c73c0528a58715b5f8ec6de1c7be68d5b

Observation d907f6cf-4919-4de9-9a8e-8db8d4787482 · outbound

This paper cites SimPer: Simple Self-Supervised Learning of Periodic Targets.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement SimPer: Simple Self-Supervised Learning of Periodic Targets

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-10T22:25:29.927205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:25:29.927205Z digest=sha256:a5d12b5c0efa02582ef1ecf1c164c03e71b7d7e2cc27ba3b160c7809d4e5b727

Observation 0f22eae3-13d4-439d-af32-ad20d758cc13 · outbound

This paper cites A self-supervised learning network for remote heart rate measurement,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement A self-supervised learning network for remote heart rate measurement,

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.109357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.931316Z digest=sha256:983b02c55047b88f05991dd9d29aad6b0e6b117ab7dbd5af7169de81441badc7

Observation 5f4f3545-5bb1-452d-b1c6-1b92e656630c · outbound

This paper cites Recognizing, fast and slow: Complex emotion recognition with facial expression detection and remote physiological measurement,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Recognizing, fast and slow: Complex emotion recognition with facial expression detection and remote physiological measurement,

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.096013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.934590Z digest=sha256:f210383c3d19914a798b84d4a3e26af8ae05afea4dd4e99fecc66f930282ce5e

Observation f20c3922-a689-4db2-b7b4-d6d4da22826e · outbound

This paper cites Deep facial expression recognition: A survey,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Deep facial expression recognition: A survey,

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.084446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.937997Z digest=sha256:05b1eb1ac3b094e52f352fc827a7ad530eaf5ee83306c402a06a0c2f5763d05d

Observation fe28db4f-b510-41aa-a3e1-a030dbd3770f · outbound

This paper cites Atrial fibrillation detection from face videos by fusing subtle variations,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Atrial fibrillation detection from face videos by fusing subtle variations,

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.070340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.941591Z digest=sha256:103dda5e1836e508a0e1a17bda33f089440183bbbae5bfe1cf9173bcb5e74a0c

Observation b1e54558-2906-419b-83f6-a0782aef4db5 · outbound

This paper cites Vision-based heart rate estimation via a two-stream cnn,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Vision-based heart rate estimation via a two-stream cnn,

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.057552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.944871Z digest=sha256:a994c1afed1b596f086cf5db44698e1b5873d3268d7b356159fcedd691169cab

Observation 2dbe91e6-4592-4898-ac0d-874df041087f · outbound

This paper cites A general remote photoplethysmography estimator with spatiotemporal convolutional network,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement A general remote photoplethysmography estimator with spatiotemporal convolutional network,

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.045933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.948520Z digest=sha256:9a410af0d3db352623fd188e344a6cc3932bb0b8d49a3ebbe5e97a08c8910d27

Observation 0e72580f-ff51-402b-b76e-35651ff0b772 · outbound

This paper cites Camera measurement of physiological vital signs,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Camera measurement of physiological vital signs,

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.034590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.951922Z digest=sha256:9abf7a7a3a97e97a2f669cfaf23b155ecc6cb4cbbfe3dd6e6f0b3c6890bfcb62

Observation df440afe-862b-4fd6-a0a0-e398a305da19 · outbound

This paper cites Estimation of reflectance, transmittance, and absorbance of cosmetic foundation layer on skin using translucency of skin,.

VidFormer: A novel end-to-end framework fused by 3DCNN and Transformer for Video-based Remote Physiological Measurement Estimation of reflectance, transmittance, and absorbance of cosmetic foundation layer on skin using translucency of skin,

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:25:30.022525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:25:29.955338Z digest=sha256:f7e3a9a9746861c260e477e034bf707028bcb4be00ce59ecdb892ed75324dcf8

Pith citing papers

No inbound Pith citation observations are available.