When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation | Paper Citation Record

Observation 8ef82d38-c781-44e1-905a-777d3dfa107e · outbound

This paper cites Token merging: Your ViT but faster.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Token merging: Your ViT but faster

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Observation a8f35967-3d19-4327-b6d1-26983ddfb811 · outbound

This paper cites SAM 3: Segment anything with concepts.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation SAM 3: Segment anything with concepts

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This paper cites SAM-Adapter: Adapting segment anything in under- performed scenes.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation SAM-Adapter: Adapting segment anything in under- performed scenes

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This paper cites SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More

Reference 4

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This paper cites Vision transformer adapter for dense predictions.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Vision transformer adapter for dense predictions

Reference 5

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Observation fe48f102-15d5-4793-98f4-1d0097a2ebfa · outbound

This paper cites Structure- measure: A new way to evaluate foreground maps.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Structure- measure: A new way to evaluate foreground maps

Reference 6

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This paper cites Enhanced- alignment measure for binary foreground map evaluation.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Enhanced- alignment measure for binary foreground map evaluation

Reference 7

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Observation ff6c48f6-49a6-4e2f-a616-c88e5ddc55fa · outbound

This paper cites Camouflaged object detection.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Camouflaged object detection

Reference 8

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Observation b5b1fbfc-f764-4482-83b3-a735d58a266e · outbound

This paper cites PraNet: Par- allel reverse attention network for polyp segmentation.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation PraNet: Par- allel reverse attention network for polyp segmentation

Reference 9

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Observation 0ae3e03c-d58f-483e-bd94-3a6c1a5384e0 · outbound

This paper cites MASNet: A robust deep ma- rine animal segmentation network.IEEE Journal of Oceanic Engineering, 2023.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation MASNet: A robust deep ma- rine animal segmentation network.IEEE Journal of Oceanic Engineering, 2023

Reference 10

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Observation 56282817-b3f6-4d60-b593-c685bd873135 · outbound

This paper cites H2Former: An efficient hierarchical hybrid transformer for medical image segmentation.IEEE Transac- tions on Medical Imaging, 2023.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation H2Former: An efficient hierarchical hybrid transformer for medical image segmentation.IEEE Transac- tions on Medical Imaging, 2023

Reference 11

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Observation ce3f74c0-b157-4fd6-876c-cccddebcde5b · outbound

This paper cites Deep residual learning for image recognition.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Deep residual learning for image recognition

Reference 12

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Observation 5d31e791-31bd-49c5-a787-d2b6d76a7fa3 · outbound

This paper cites LoRA: Low- rank adaptation of large language models.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation LoRA: Low- rank adaptation of large language models

Reference 13

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Observation 28af1474-9b5f-4f6b-846a-90106d2df6c4 · outbound

This paper cites Segment anything.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Segment anything

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This paper cites Anabranch network for camouflaged object segmentation.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Anabranch network for camouflaged object segmentation

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Observation 8e303dd5-52fa-4d06-9952-006b5ee9d1f7 · outbound

This paper cites Visual saliency based on multi- scale deep features.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Visual saliency based on multi- scale deep features

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-12T07:35:42.545307Z

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This paper cites MAS3K: An open dataset for marine animal segmentation.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation MAS3K: An open dataset for marine animal segmentation

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-12T07:35:42.545307Z

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Observation 4c80b6d9-81c3-4b96-8c71-38623d031995 · outbound

This paper cites The secrets of salient object segmentation.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation The secrets of salient object segmentation

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Observation 4f56811b-1966-46eb-8a44-fbceff753117 · outbound

This paper cites Exploring plain vision transformer backbones for object de- tection.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Exploring plain vision transformer backbones for object de- tection

Reference 19

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Observation fee46866-5be1-4545-a453-0a6a5b36d5f1 · outbound

This paper cites Swin transformer: Hierarchical vision transformer using shifted windows.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Swin transformer: Hierarchical vision transformer using shifted windows

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Resolution: unresolved; no resolver link, observed 2026-07-12T07:35:42.545307Z

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Observation e5cc3cb0-cfa8-4d5f-9dd8-1d5b688cef94 · outbound

This paper cites Decoupled weight decay regularization.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Decoupled weight decay regularization

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Resolution: unresolved; no resolver link, observed 2026-07-12T07:35:42.545307Z

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This paper cites VSCode: Gen- eral visual salient and camouflaged object detection with 2d prompt learning.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation VSCode: Gen- eral visual salient and camouflaged object detection with 2d prompt learning

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Resolution: unresolved; no resolver link, observed 2026-07-12T07:35:42.545307Z

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This paper cites Simultaneously lo- calize, segment and rank the camouflaged objects.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Simultaneously lo- calize, segment and rank the camouflaged objects

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Resolution: unresolved; no resolver link, observed 2026-07-12T07:35:42.545307Z

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Observation 2333c998-7780-4cfe-b544-6cf47e886bd0 · outbound

This paper cites How to evaluate foreground maps? InCVPR, 2014.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation How to evaluate foreground maps? InCVPR, 2014

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Resolution: unresolved; no resolver link, observed 2026-07-12T07:35:42.545307Z

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Observation 9df6467b-ee62-45ba-a2b8-3f415e72114f · outbound

This paper cites Vo, et al.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Vo, et al

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Resolution: unresolved; no resolver link, observed 2026-07-12T07:35:42.545307Z

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Observation 4132e764-824d-4ac0-af8b-9b54e3580090 · outbound

This paper cites Zoom in and out: A mixed-scale triplet network for camouflaged object detection.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Zoom in and out: A mixed-scale triplet network for camouflaged object detection

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Resolution: unresolved; no resolver link, observed 2026-07-12T07:35:42.545307Z

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This paper cites Zoom- NeXt: A unified collaborative pyramid network for camou- flaged object detection.IEEE TPAMI, 2024.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Zoom- NeXt: A unified collaborative pyramid network for camou- flaged object detection.IEEE TPAMI, 2024

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Resolution: unresolved; no resolver link, observed 2026-07-12T07:35:42.545307Z

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Observation 4d3a9f7e-f2b7-483c-8072-31bd243910ca · outbound

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

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Learning transferable visual models from natural language supervision

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Resolution: unresolved; no resolver link, observed 2026-07-12T07:35:42.545307Z

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Observation 93831967-3d8a-4aa2-9e90-93db23f6cb1c · outbound

This paper cites SAM 2: Segment anything in images and videos.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation SAM 2: Segment anything in images and videos

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Resolution: unresolved; no resolver link, observed 2026-07-12T07:35:42.545307Z

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Observation d8d06d13-1222-487e-8e05-7aa3bc2a4925 · outbound

This paper cites U-Net: Convolutional networks for biomedical image segmentation.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation U-Net: Convolutional networks for biomedical image segmentation

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This paper cites Hi- era: A hierarchical vision transformer without the bells-and- whistles.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Hi- era: A hierarchical vision transformer without the bells-and- whistles

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This paper cites DINOv3.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation DINOv3

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Resolution: unresolved; no resolver link, observed 2026-07-12T07:35:42.545307Z

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When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Very deep convo- lutional networks for large-scale image recognition

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Resolution: unresolved; no resolver link, observed 2026-07-12T07:35:42.545307Z

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Observation b0cad383-fa1d-400d-a1d8-55feeaaf8a4f · outbound

This paper cites Animal camouflage analysis: CHAMELEON database.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Animal camouflage analysis: CHAMELEON database

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Resolution: unresolved; no resolver link, observed 2026-07-12T07:35:42.545307Z

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Observation 10827089-fd80-48a9-af68-5bb82296c706 · outbound

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When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Learning to detect salient objects with image-level supervision

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Resolution: unresolved; no resolver link, observed 2026-07-12T07:35:42.545307Z

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Observation d2665166-f0a4-40bd-99ae-545ddf71e49d · outbound

This paper cites Pixels, regions, and objects: Multiple enhancement for salient object detection.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Pixels, regions, and objects: Multiple enhancement for salient object detection

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Observation 717a4eb5-85b2-4e91-80e9-3d569bb36c2a · outbound

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When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation F3Net: Fu- sion, feedback and focus for salient object detection

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Resolution: unresolved; no resolver link, observed 2026-07-12T07:35:42.545307Z

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Observation d1795781-9a7c-44a1-bf32-3eaae5eb75d1 · outbound

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When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Pyramid grafting network for one-stage high-resolution saliency de- tection

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Resolution: unresolved; no resolver link, observed 2026-07-12T07:35:42.545307Z

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Observation e1c2a3ea-e63d-4bf0-9469-8c242e19b77f · outbound

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When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation SAM3- UNet: Simplified adaptation of segment anything model 3

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Resolution: unresolved; no resolver link, observed 2026-07-12T07:35:42.545307Z

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Observation 79cf1b25-ac06-4029-8200-9d2f8ab2c633 · outbound

This paper cites SAM2-UNet: Segment anything 2 makes strong encoder for natural and medical image segmentation.Visual Intelligence, 4(1):2, 2026.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation SAM2-UNet: Segment anything 2 makes strong encoder for natural and medical image segmentation.Visual Intelligence, 4(1):2, 2026

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Resolution: unresolved; no resolver link, observed 2026-07-12T07:35:42.545307Z

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This paper cites Hierarchical saliency detection.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Hierarchical saliency detection

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Resolution: unresolved; no resolver link, observed 2026-07-12T07:35:42.545307Z

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Observation c76747c7-2245-48e3-831e-e6977aa4c248 · outbound

This paper cites MAS-SAM: Segment any marine animal with aggregated features.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation MAS-SAM: Segment any marine animal with aggregated features

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Resolution: unresolved; no resolver link, observed 2026-07-12T07:35:42.545307Z

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Observation ee16e855-979e-4026-8d8a-e7e427f8ef98 · outbound

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When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Saliency de- tection via graph-based manifold ranking

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Resolution: unresolved; no resolver link, observed 2026-07-12T07:35:42.545307Z

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Observation cddc9640-f7ce-45ee-a944-922c3edeff5e · outbound

This paper cites FOCUS: Towards universal foreground segmentation.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation FOCUS: Towards universal foreground segmentation

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Resolution: unresolved; no resolver link, observed 2026-07-12T07:35:42.545307Z

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Observation b0af58dc-96b1-43d9-a9e6-0089c012d2f8 · outbound

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When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Towards high-resolution salient object detection

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Observation 935c0d96-cd5d-4ecb-8599-c1094018f6d7 · outbound

This paper cites Fantastic animals and where to find them: Segment any ma- rine animal with dual SAM.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Fantastic animals and where to find them: Segment any ma- rine animal with dual SAM

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Resolution: unresolved; no resolver link, observed 2026-07-12T07:35:42.545307Z

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Observation f73cd201-df42-4164-8caf-8d9de30177ac · outbound

This paper cites Bilateral reference for high-resolution dichotomous image segmenta- tion.CAAI Artificial Intelligence Research, 2024.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Bilateral reference for high-resolution dichotomous image segmenta- tion.CAAI Artificial Intelligence Research, 2024

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Observation f0c9089b-d539-4686-bb2f-434ff4b2b2f5 · outbound

This paper cites Salient object detection via integrity learning.IEEE TPAMI, 2023.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation Salient object detection via integrity learning.IEEE TPAMI, 2023

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