Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T22:45:11.996329Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 80 of 80 outbound references and 0 inbound Pith citation observations for arXiv:2506.20867.
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 2026-08-06T22:45:11.996329Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
80 of 80 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 820b6c81-cd47-4d7d-888e-043cb3de3559 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Learning expressionlets on spatio-temporal manifold for dynamic facial expression recognition,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ba277eb8-cd78-4b2e-ae15-66015cb5bd30 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Facial expression recogni- tion using encoded dynamic features,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation bc630e86-9c04-4678-a784-af6594e9df4a · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Boosting encoded dynamic features for facial expression recognition,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation bad4181c-a97e-4cc0-be5f-e8b29ddc9490 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Dfew: A large-scale database for recognizing dynamic facial expressions in the wild,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8ee0bdec-ddb7-4fee-bb69-95f92a02a789 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Midas: Mixing ambiguous data with soft labels for dynamic facial expression recognition,
Reference 5
Source-reported events for the cited work
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Observation c37a3f56-e628-40e9-9b4b-78c4532af43f · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation FERV39k: A large-scale multi-scene dataset for facial expression recognition in videos,
Reference 6
Source-reported events for the cited work
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Observation a1bd2329-c91c-41a8-bcca-661224b447e6 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation The extended Cohn-Kanade dataset (CK+): A complete dataset for action unit and emotion-specified expression,
Reference 7
Source-reported events for the cited work
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Observation 8a9cde0c-7fa5-4f83-b716-aa07a0c36de7 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Facial expression recognition from near-infrared videos,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0f29f5ed-876f-4ece-89ed-56a572ca7314 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Collecting large, richly annotated facial-expression databases from movies,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7c1603b5-55d2-4210-a710-ebb37a00a6fe · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Mafw: A large-scale, multi-modal, compound affective database for dynamic facial expression recognition in the wild,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c08da43-f5c8-466d-81ab-9638d9749927 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Peak-piloted deep network for facial expression recognition,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2a37978b-ce81-46eb-8244-503b94993ea7 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Frame attention networks for facial expression recognition in videos,
Reference 12
Source-reported events for the cited work
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Observation 185e2554-e26d-4eed-a64a-b7b692398cd7 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Convolutional neural networks pretrained on large face recognition datasets for emotion classification from video
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c6cf7501-c1cb-4f08-9971-30978045f1bd · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Deeper cascaded peak-piloted network for weak expression recognition,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cc5a9957-2f16-440f-8276-a2a0b04c6d2b · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Facial expression recognition by de-expression residue learning,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 474e974a-6fce-4d5e-b72f-03cc425eb077 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Noisy student training using body language dataset improves facial expression recognition,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b7389f70-ef75-4412-84c1-13660683d168 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Multi-objective based spatio-temporal feature representation learning robust to expression intensity variations for facial expression recognition,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e403a4b7-fedf-4afd-90d8-f6904ec59d9b · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Multi-cue fusion for emotion recognition in the wild,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 390c6980-1662-4665-b475-bfebc2d8c39c · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Stcam: Spatial-temporal and channel attention module for dynamic facial expression recognition,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 55ca4818-0bc0-407e-9366-e02701803908 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Deep generative-contrastive networks for facial expression recognition
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c74a0344-dc20-4702-9095-0027d288c500 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Temporal multimodal fusion for video emotion classification in the wild,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation db416958-1e6c-4b90-8877-7f8a7708ba95 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Facial expression recognition based on deep convolution long short-term memory networks of double- channel weighted mixture,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ab48f56b-71d1-427e-9eec-7b5781e602bf · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Saanet: Siamese action-units attention network for improving dynamic facial expression recognition,
Reference 23
Source-reported events for the cited work
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Observation 3f9e04a8-6ef2-4932-a901-b50a85e1b9d4 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Emotion recognition with spatial attention and temporal softmax pooling,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 347f5c93-538a-41e1-a8ae-c54549145e67 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Former-dfer: Dynamic facial expression recog- nition transformer,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 231465ed-2514-4c72-be99-60163049ffed · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Spatio-Temporal Transformer for Dynamic Facial Expression Recognition in the Wild
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 128e279d-5a63-4213-b1da-38e4d6fe707f · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Dpcnet: Dual path multi-excitation collaborative network for facial expression representation learning in videos,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c8b4c22d-3edd-4f0b-94ef-f86577c7d5f2 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Fru-adapter: Frame recalibration unit adapter for dynamic facial expression recognition,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 53de43ca-1803-4371-a35e-6db38ceb83b8 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation From static to dynamic: Adapting landmark-aware image models for facial expression recognition in videos,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 343aa55d-dde4-45fe-b450-4f49af02b097 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Rethink- ing the learning paradigm for dynamic facial expression recognition,
Reference 30
Source-reported events for the cited work
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Observation 7e661ff4-0159-46b1-99dd-ea03414cf985 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Mae-dfer: Efficient masked au- toencoder for self-supervised dynamic facial expression recognition,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38b29308-8ab9-43c1-8277-7f75148ccf27 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Svfap: Self-supervised video facial affect perceiver,
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b55c0dd-b2ea-4d02-bb24-07789c3e5039 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Fe-adapter: Adapting image- based emotion classifiers to videos,
Reference 33
Source-reported events for the cited work
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Observation c5e5b436-24e8-49d9-9eec-fb4005a9a071 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Hicmae: Hierarchical contrastive masked autoencoder for self-supervised audio-visual emotion recogni- tion,
Reference 34
Source-reported events for the cited work
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Observation 60d91af8-8ee2-4494-b20f-f29af243d30a · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Mma-dfer: Multimodal adaptation of unimodal models for dynamic facial expression recognition in-the-wild,
Reference 35
Source-reported events for the cited work
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Observation a7d14f88-0d01-4c0b-b3ac-1e91a4d94100 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Emoclip: A vision-language method for zero-shot video facial expression recognition,
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cc60e279-e22f-4264-9d95-0d8bee87bcf2 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Finecliper: Multi- modal fine-grained clip for dynamic facial expression recognition with adapters,
Reference 37
Source-reported events for the cited work
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Observation 1d0bbdbf-ceaa-4ca8-b36f-95b05956446e · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Emotion distribution recognition from facial expressions,
Reference 38
Source-reported events for the cited work
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Observation ac93dd86-c043-4b88-b9f2-fe8f2cf1353d · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Expression recognition for severely demented patients in music reminiscence-therapy,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ad7942fe-47e6-4317-b940-e51b55c530de · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Dive into am- biguity: Latent distribution mining and pairwise uncertainty estimation for facial expression recognition,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7f604b03-4de8-4b27-a733-19b60e9f0ea6 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Suppressing uncer- tainties for large-scale facial expression recognition,
Reference 41
Source-reported events for the cited work
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Observation 0e1fbc60-c00b-4378-a192-d7a6bddf3c96 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation La-net: Landmark-aware learning for reliable facial expression recognition under label noise,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7ad8ec9a-38b3-48d3-9b98-417b11a96065 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Uncertainty-aware label distribution learning for facial expression recognition,
Reference 43
Source-reported events for the cited work
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Observation 9bfccc3b-133c-49ac-87d6-2a82f96107d9 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Intensity-aware loss for dynamic facial expression recognition in the wild,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 61b800ac-49a6-4bd8-b6eb-a55d447a5bb3 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Facial expression recognition boosted by soft label with a diverse ensemble,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2107900d-465a-47fd-83ed-12dd00b7864f · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation A survey of mix-based data augmentation: Taxonomy, methods, applications, and explainability,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 181d4fb2-5613-4d02-8570-3f267c7d606c · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation mixup: Beyond empirical risk minimization,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9b5b6a97-2e59-47e8-9b31-51a4270e3339 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Vicinal risk minimization,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 07ec2f16-e12e-44b9-bee0-a7dd1cb65432 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation On mixup training: Improved calibration and predictive uncertainty for deep neural networks,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6d36c12b-91d6-4f99-9d15-91d8ac9925f5 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation AugMix: A simple method to improve robustness and uncertainty under data shift,
Reference 50
Source-reported events for the cited work
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Observation 322af352-3d03-4efc-bae7-dc13f68abcdf · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Augmax: Adversarial composition of random augmentations for robust training,
Reference 51
Source-reported events for the cited work
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Observation e4350a43-f66a-47eb-9c4a-9e3bc3e7ff26 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Pixmix: Dreamlike pictures comprehensively improve safety measures,
Reference 52
Source-reported events for the cited work
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Observation 166004e9-8a62-46aa-95cd-274c054420fd · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Ipmix: Label-preserving data augmentation method for training robust classifiers,
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation be98ad9b-ae5b-4e0b-940d-55601a6a66bf · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Diffusemix: Label-preserving data augmentation with diffusion models,
Reference 54
Source-reported events for the cited work
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Observation d51777aa-bac6-4ce8-a397-25e5beb6a756 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Cutmix: Regularization strategy to train strong classifiers with localizable fea- tures,
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation deab1e73-3aad-4152-8fc6-b3bc8ecdfebc · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Improved Regularization of Convolutional Neural Networks with Cutout
Reference 56
Source-reported events for the cited work
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Observation 9e22e996-3c5c-4677-8bcf-b7b6892f83de · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Smoothmix: a simple yet effective data augmentation to train robust classifiers,
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9a775f05-6458-4dc8-a097-4b675250812f · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation You only cut once: Boosting data augmentation with a single cut,
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation bf779b19-b1ab-4112-8623-e4d286589537 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Sumix: Mixup with semantic and uncertain information,
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ccc48f35-ebaa-425d-8a36-333ff2201dc5 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Cutfreq: cut-and-swap frequency components for low-level vision augmentation,
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9c05a1ca-dd66-4fe1-b6c5-389d2e4ed057 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Gridmix: Strong regularization through local context mapping,
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4f720420-c610-4988-af4c-8d7fe14bdf44 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Mixmo: Mixing multiple inputs for multiple outputs via deep subnetworks,
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0a482cbb-26bf-4931-b1f8-2a14e22fb3b2 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Saliencymix: A saliency guided data augmentation strategy for better regularization,
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 76d6bbb3-a4c4-4a9c-b2f2-ab2b2b425332 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Puzzle mix: Exploiting saliency and local statistics for optimal mixup,
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation db980e09-cfda-4213-baa0-d04da3469ef9 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation ResizeMix: Mixing Data with Preserved Object Information and True Labels
Reference 65
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b23e13b-279c-43cc-85b6-5e5662dd71fc · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Co-Mixup: Saliency Guided Joint Mixup with Supermodular Diversity
Reference 66
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc7aae89-3658-4fcd-8987-f267cf0a1e15 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Attentive cutmix: An enhanced data augmentation approach for deep learning based image classification,
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5af898ec-358c-4315-8c6d-d920d4993887 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Transmix: Attend to mix for vision transformers,
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0b1fbcef-c1e9-4000-95a2-b7245c7bdaa3 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Tokenmix: Rethinking image mixing for data augmentation in vision transformers,
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7144b24c-7ee2-4406-8bf8-af6aa186c083 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Guidedmixup: an efficient mixup strategy guided by saliency maps,
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 746f0df1-52c1-4f74-96e0-e972d604af59 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Manifold mixup: Better representations by interpolating hidden states,
Reference 71
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9feb3fa1-6c14-4002-95bf-c387dea773f9 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Patchup: A regularization technique for convolutional neural networks,
Reference 72
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation af7a71dd-4f26-4835-8753-749b1c6185da · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Catch-up mix: Catch-up class for struggling filters in cnn,
Reference 73
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 547f27dc-506b-4a3d-896a-facec7fc06ed · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Mixgen: A new multi-modal data augmentation,
Reference 74
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fced36f9-2b92-4bef-ab90-3ae93c8119cb · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Contrast and mix: Temporal contrastive video domain adaptation with background mixing,
Reference 75
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e7302ae6-beb5-4f61-abd7-6fdff22bd00e · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation A case for soft loss functions,
Reference 76
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2b4a7437-67ef-4d0b-af34-ad73dfc0abed · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation VoxCeleb2: Deep Speaker Recognition
Reference 77
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a9203b4-93c7-4f2b-9ed8-58f508217b20 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation TSM: Temporal shift module for efficient video understanding,
Reference 78
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4ddc3ffa-b9c3-4f9e-9c5c-a261360b819c · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Imagenet large scale visual recognition challenge,
Reference 79
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f0a5d75d-e0a8-46bc-9420-ec7590407fa1 · outbound
Enhancing Ambiguous Dynamic Facial Expression Recognition with Soft Label-based Data Augmentation Videomae: Masked autoen- coders are data-efficient learners for self-supervised video pre-training,
Reference 80
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Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.