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Paper Citation Record · LEDGER

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection

As of 5 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 0 inbound Pith citation observations for arXiv:2604.05562.

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

pith.paper-citation-record.v1
2604.05562 v1

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T19:41:36.578924Z

measured 66 of 66 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

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

66 of 66 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d9dfd814-d07a-41d1-a7fd-a6ff09cce916 · outbound

This paper cites Collaborative-guided spectral abundance learning with bilinear mixing model for hyperspectral subpixel target detection.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Collaborative-guided spectral abundance learning with bilinear mixing model for hyperspectral subpixel target detection

Reference 1

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Observation ee9b9772-a7ac-4931-beab-2d9a930370de · outbound

This paper cites Hyperspectral tar- get detection with target prior augmentation and background suppression- based multidetector fusion.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Hyperspectral tar- get detection with target prior augmentation and background suppression- based multidetector fusion

Reference 2

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Observation b30eaee9-812d-4f86-ae56-f3d2977271d4 · outbound

This paper cites Guided real image dehazing using ycbcr color space.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Guided real image dehazing using ycbcr color space

Reference 3

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Observation cbd8a1b4-3d81-465a-b3eb-1c14b0cf4822 · outbound

This paper cites Advances in hyperspectral image and signal processing: A comprehensive overview of the state of the art.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Advances in hyperspectral image and signal processing: A comprehensive overview of the state of the art

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Observation 06b3cb8b-c228-4d18-8cf4-75462f9deacc · outbound

This paper cites Meta-learning based hyperspectral target detection using siamese network.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Meta-learning based hyperspectral target detection using siamese network

Reference 5

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Observation c88615c2-4ea5-4d88-8cce-774c9281227d · outbound

This paper cites Deep spatial–spectral joint-sparse prior encoding network for hyperspectral target detection.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Deep spatial–spectral joint-sparse prior encoding network for hyperspectral target detection

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Observation 277be7b1-94d1-4084-8676-5aadd7046208 · outbound

This paper cites Data- augmented matched subspace detector for hyperspectral subpixel target detection.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Data- augmented matched subspace detector for hyperspectral subpixel target detection

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Observation 36200fa0-7070-42f8-9c8d-4a75876b5f65 · outbound

This paper cites Hyperspectral remote sensing image subpixel target detection based on supervised metric learning.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Hyperspectral remote sensing image subpixel target detection based on supervised metric learning

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Observation 0be19693-4eb5-4b3b-9ab8-ea898d7c799c · outbound

This paper cites Target detection with spatial- spectral adaptive sample generation and deep metric learning for hyper- spectral imagery.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Target detection with spatial- spectral adaptive sample generation and deep metric learning for hyper- spectral imagery

Reference 9

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Source-reported events for the cited work

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Observation 21060346-514d-4061-ae70-a3dba9332428 · outbound

This paper cites Hyperspectral target detection based on interpretable representation network.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Hyperspectral target detection based on interpretable representation network

Reference 10

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Source-reported events for the cited work

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Observation e887a1ae-f459-48b1-b37c-9f5b506dbb33 · outbound

This paper cites Exploring an application-oriented land-based hyperspectral target detection framework based on 3d–2d cnn and transfer learning.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Exploring an application-oriented land-based hyperspectral target detection framework based on 3d–2d cnn and transfer learning

Reference 11

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Source-reported events for the cited work

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Observation 942a3847-16f5-4ad0-a750-ce789730805e · outbound

This paper cites Triplet spectralwise transformer network for hyperspectral target detection.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Triplet spectralwise transformer network for hyperspectral target detection

Reference 12

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Source-reported events for the cited work

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Observation 1a0b61bb-9855-4c48-a65d-37d15ef3c1a6 · outbound

This paper cites Spectral discrepancy and cross-modal semantic consistency learning for object detection in hyperspectral images.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Spectral discrepancy and cross-modal semantic consistency learning for object detection in hyperspectral images

Reference 13

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Observation c2c52edb-9187-422e-b7be-677b9c2ca4b7 · outbound

This paper cites Htd-ts3: Weakly supervised hyperspec- tral target detection based on transformer via spectral–spatial similarity.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Htd-ts3: Weakly supervised hyperspec- tral target detection based on transformer via spectral–spatial similarity

Reference 14

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Observation d11fe048-2325-400b-a019-79c663853b67 · outbound

This paper cites Semantic modeling of hyperspectral target detection with weak labels.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Semantic modeling of hyperspectral target detection with weak labels

Reference 15

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Source-reported events for the cited work

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Observation 54f56710-51d1-4527-95b9-788c5532aaab · outbound

This paper cites Transfer learning of spatial features from high-resolution rgb images for large-scale and robust hyperspectral remote sensing target detection.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Transfer learning of spatial features from high-resolution rgb images for large-scale and robust hyperspectral remote sensing target detection

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Observation 34b3d71f-5a13-4352-88d6-7e5b504a4083 · outbound

This paper cites Proxy-enhanced prototype memory network for weakly supervised hyperspectral target detection.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Proxy-enhanced prototype memory network for weakly supervised hyperspectral target detection

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Observation b596859c-5f88-4911-8997-9708559fbf02 · outbound

This paper cites Spatial–frequency domain transformation for infrared small target detection.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Spatial–frequency domain transformation for infrared small target detection

Reference 18

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Observation f0f96852-a3e5-4942-bdc0-7d82c5611db3 · outbound

This paper cites Hyperspectral time-series target detection based on spectral perception and spatial–temporal tensor decomposition.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Hyperspectral time-series target detection based on spectral perception and spatial–temporal tensor decomposition

Reference 19

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Observation 0151f4ff-b490-4554-86c1-e317d07e6c97 · outbound

This paper cites Spectrum-driven 10 mixed-frequency network for hyperspectral salient object detection.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Spectrum-driven 10 mixed-frequency network for hyperspectral salient object detection

Reference 20

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Observation 61f4ed34-feb5-4f0d-9555-8c95f7805047 · outbound

This paper cites The spectral image processing system (SIPS)—interactive visualization and analysis of imaging spectrometer data.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection The spectral image processing system (SIPS)—interactive visualization and analysis of imaging spectrometer data

Reference 21

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Source-reported events for the cited work

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Observation aaa2e08a-095d-438a-8243-3e8bf57fbe6e · outbound

This paper cites An information-theoretic approach to spectral variability, similarity, and discrimination for hyperspectral image analysis.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection An information-theoretic approach to spectral variability, similarity, and discrimination for hyperspectral image analysis

Reference 22

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Source-reported events for the cited work

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Observation b0f783b8-025b-4a33-9e8f-9555d4aa0adf · outbound

This paper cites The cfar adaptive subspace detector is a scale- invariant glrt.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection The cfar adaptive subspace detector is a scale- invariant glrt

Reference 23

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Source-reported events for the cited work

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Observation 75d8a39b-912b-475e-9f14-8bc53e04699e · outbound

This paper cites Hyperspectral image classification and dimensionality reduction: an orthogonal subspace projection approach.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Hyperspectral image classification and dimensionality reduction: an orthogonal subspace projection approach

Reference 24

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Observation abc5d7d2-833a-4068-b5d2-5d79958f8e58 · outbound

This paper cites Orthogonal subspace projection (osp) revisited: A compre- hensive study and analysis.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Orthogonal subspace projection (osp) revisited: A compre- hensive study and analysis

Reference 25

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Observation 77a94f3b-4dd4-4c5a-ab1a-3682e66efcbb · outbound

This paper cites A comparative study for orthogonal subspace projection and constrained energy minimization.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection A comparative study for orthogonal subspace projection and constrained energy minimization

Reference 26

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Observation d0e181c1-9790-4f09-8a95-33ec92c59bee · outbound

This paper cites Constrained subpixel target detection for remotely sensed imagery.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Constrained subpixel target detection for remotely sensed imagery

Reference 27

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Observation cc6afcd0-e467-4b27-bc6d-24198300b3c9 · outbound

This paper cites Hierarchical suppression method for hyperspectral target detection.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Hierarchical suppression method for hyperspectral target detection

Reference 28

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:1067f7b87e76690409777a01a3ea1ae47e4ea8afde78589e640ea76cf99d329b

Observation 8169f842-166a-46d7-8bb0-9fccca4d6d3f · outbound

This paper cites Ensemble-based cascaded constrained energy minimization for hyperspectral target detection.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Ensemble-based cascaded constrained energy minimization for hyperspectral target detection

Reference 29

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:143ee957f97b41386f8a48d21e5c4d5330133ae815eaba6bdcd55b7193c9661a

Observation 0df073bd-6d8a-4e7f-955c-999f25daf95a · outbound

This paper cites Kernel matched subspace detectors for hyperspectral target detection.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Kernel matched subspace detectors for hyperspectral target detection

Reference 30

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:cbb0f0cc12e67068e228e8f78c2b2ff7b310ee9b78af51d3efb764c1761c096b

Observation 30bc7adf-17d3-4ffc-8c49-51de404e4dce · outbound

This paper cites Combined sparse and collaborative representation for hyperspectral target detection.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Combined sparse and collaborative representation for hyperspectral target detection

Reference 31

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raw_fallback, observed 2026-05-16T04:17:18.893826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:0e8cdc8a875aa5431e7362440623a34dc2bdd0f8597019d8ff6484701cb6da3d

Observation 64bd38eb-eb16-4edc-9e14-0b557bd391b7 · outbound

This paper cites A hybrid sparsity and distance-based discrimination detector for hyperspectral images.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection A hybrid sparsity and distance-based discrimination detector for hyperspectral images

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.889613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:e9d9443ccdf579218966d747cc45b724cdc0d632d57059ee8a0852f2a4917b83

Observation 7047056b-b2d0-4fa9-a3d6-900657ec9517 · outbound

This paper cites Learning tensor low-rank representation for hyperspectral anomaly detection.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Learning tensor low-rank representation for hyperspectral anomaly detection

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.905848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:614eae4817e9348944a9161d48e365eb41ce1027ace4ed7d49ba824f22c24c3f

Observation a7c1a300-c0c4-443f-a535-0e17096e95f6 · outbound

This paper cites Hyperspectral target detection based on generative self-supervised learning with wavelet transform.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Hyperspectral target detection based on generative self-supervised learning with wavelet transform

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.914877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:54d81781c631e99124f06107dd4dce6d53c8a0fbe6c0146e31ce99c81e0e9111

Observation c6fffa44-5e2b-4be1-ac37-18a262a7db71 · outbound

This paper cites Hyperspectral target detection using diffusion model and convolutional gated linear unit.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Hyperspectral target detection using diffusion model and convolutional gated linear unit

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.927500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:e80e31ba7bbef9be95ba8c4da959b4ca9b699d9649d67d4a67d77e6f33880775

Observation 230583f2-d273-40a3-91ba-ff8b8fcba8e6 · outbound

This paper cites A signature- constrained two-stage framework for hyperspectral target detection based on generative self-supervised learning.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection A signature- constrained two-stage framework for hyperspectral target detection based on generative self-supervised learning

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.863883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:6b95c0f7af0b15fed5bb4de72fb062527263a8ef3090161343ac864a5d7f54cd

Observation af4c8797-9f57-49cc-9c73-c812a5318749 · outbound

This paper cites Transferred deep learning for hyperspectral target detection.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Transferred deep learning for hyperspectral target detection

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.885171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:fd02ad59ef6718f9d4051a4327163300d1f4eaf53a8de3bfd49d79fa3a08548c

Observation 4262ce48-aa60-4714-b48c-fdd7f71426a0 · outbound

This paper cites HTD-Net: A deep convolutional neural network for target detection in hyperspectral imagery.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection HTD-Net: A deep convolutional neural network for target detection in hyperspectral imagery

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.931937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:7e5702d9251d4b17d730c66bc7d3495a7fe8ae8a0fb7697c7268524af7f61897

Observation 007d10a9-8aad-4762-a733-8ab009a6c411 · outbound

This paper cites Hyperspectral target detection based on interpretable representation network.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Hyperspectral target detection based on interpretable representation network

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.825958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:45af5efd86523bdb2cd272d54aa2e3267cc79d061d557ece87a19e95860b20f1

Observation 8ce4208f-29c1-4a39-887e-760b3a00563e · outbound

This paper cites Htd-net: A deep convolutional neural network for target detection in hyperspectral imagery.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Htd-net: A deep convolutional neural network for target detection in hyperspectral imagery

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.849646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:9505d971a12d9e6d46d31b26d83a000b31090ffa2b87e391d229026b23699743

Observation e3460cbe-090d-4add-bab8-894b09177c3f · outbound

This paper cites Siamese transformer network for hyperspectral image target detection.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Siamese transformer network for hyperspectral image target detection

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.881339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:c5a4750242d802a15d7f12dd7c8e2cd29b5503319216435e8a08060d885acdd5

Observation f086cc2b-76af-4db0-97dd-f84decbdbc8d · outbound

This paper cites Htdformer: Hyperspectral target detection based on transformer with distributed learning.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Htdformer: Hyperspectral target detection based on transformer with distributed learning

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.733186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:a8ddb11047310894a6d27be0a8e8691ef23a852a463b2d13c60ee756b0c7f678

Observation 72eab3f2-482e-4b56-b7cb-ea8867c94847 · outbound

This paper cites Self-supervised spectral- level contrastive learning for hyperspectral target detection.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Self-supervised spectral- level contrastive learning for hyperspectral target detection

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.868147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:6afce1253db7da93d0e46b0bec6a00282561d55dfe4a8cdf1ac9a2e4fb768b1b

Observation 550af353-2b4f-4a5d-8c06-7b271d138084 · outbound

This paper cites Deformable convolution- enhanced hierarchical transformer with spectral-spatial cluster attention for hyperspectral image classification.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Deformable convolution- enhanced hierarchical transformer with spectral-spatial cluster attention for hyperspectral image classification

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.872700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:f5702c89845f563b8014f339d33e5e0a4a8860d09adc354327cbd06acc19565a

Observation 4335f79c-a16e-4395-8727-5cd0145d0b92 · outbound

This paper cites Deep- growing neural network with manifold constraints for hyperspectral image classification.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Deep- growing neural network with manifold constraints for hyperspectral image classification

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.944268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:2ada5fa1648f5ef2a6f966fc5e569810a9b5715851d06413df6824bfbddb10b6

Observation 882ffd35-e500-4b28-a5b6-0b6977d72200 · outbound

This paper cites An unsupervised mo- mentum contrastive learning based transformer network for hyperspectral target detection.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection An unsupervised mo- mentum contrastive learning based transformer network for hyperspectral target detection

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.877344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:f496b840288f347d401290f5d45364fec5d66b6cd38c374db2398547cfbb0ec4

Observation c8db97e6-0be0-4ff0-a883-e5781e416d97 · outbound

This paper cites Adaptive temperature- driven ternary contrastive autoencoder framework for hyperspectral target detection.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Adaptive temperature- driven ternary contrastive autoencoder framework for hyperspectral target detection

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.844995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:78e12318c662bab1ea4db312268327bed54f6eb12e523fb50ae08971da72308c

Observation 6b0824fd-2f87-4c77-b283-847825854466 · outbound

This paper cites Sensor-independent hyperspectral target detection with semisupervised domain adaptive few-shot learning.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Sensor-independent hyperspectral target detection with semisupervised domain adaptive few-shot learning

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.737590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:ffe30cdfdd9025ed5b45c1e5de59cd0d7db88785907cbbb62deaaf02b852aa03

Observation 77a8edc0-57e2-4474-91c0-f1eabae14c9c · outbound

This paper cites Meta-learning based hyperspectral target detection using siamese network.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Meta-learning based hyperspectral target detection using siamese network

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.935999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:1114b3c4bf8bc28a74cf687d812db28ca12297427a2b27401cad4b1535c1a033

Observation c7c7763d-150b-4ae0-b0d5-122f0c2507fa · outbound

This paper cites Regularized tensor representative coefficient model for hyperspectral target detection.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Regularized tensor representative coefficient model for hyperspectral target detection

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.939964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:772847703004d9b90c00bec6069c7a5d80094335242f34151a643d2e82eb1b61

Observation bbd79433-4a82-4458-bc5e-2e74dc29748e · outbound

This paper cites Background learning based on target suppression constraint for hyperspectral target detection.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Background learning based on target suppression constraint for hyperspectral target detection

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.952947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:4b0091fd08c3e3758fbf94e8a7e7bb1733c2a4bee910fd5da8b423828604f168

Observation 2e060a69-5343-4761-842c-eb37e319eacb · outbound

This paper cites Transformer-based cross-domain few-shot learning for hyperspectral target detection.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Transformer-based cross-domain few-shot learning for hyperspectral target detection

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.754161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:77b5ba58419bc0846e934e8af444ce190cc01bb619a297894c1e84ea4d5eca2f

Observation f4d797ca-24fc-481c-bf51-5ba4c7e8d057 · outbound

This paper cites Unbalanced episode meta-learning with bi-sparse contrastive network for hyperspectral target detection.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Unbalanced episode meta-learning with bi-sparse contrastive network for hyperspectral target detection

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.758402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:526c66fb9d2ce8094c82b62889bd8560d526d9735c8631674c515a7949ee96de

Observation ce95e7dd-3008-46d8-af79-e44ef44835eb · outbound

This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 54

Resolution
verified exact
local_arxiv, observed 2026-05-10T22:35:51.696406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:284e070c612df6d80d14d4218873a78c0482516f9f11f1bb488d008408164e09

Observation ccee5d58-d312-4bf8-9a0d-01a3112921f6 · outbound

This paper cites Efficiently Modeling Long Sequences with Structured State Spaces.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Efficiently Modeling Long Sequences with Structured State Spaces

Reference 55

Resolution
verified exact
arxiv_id, observed 2026-05-11T10:41:56.209065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:be62638a03f1d7bd30471d2ae61aad24601ddfc513478282c04c15add9bf303e

Observation dea26ff7-feec-4ad8-a3b7-59990fa244b4 · outbound

This paper cites Sedgm: A structure-enhanced spatial–spectral dynamic gating mamba for hyperspectral image classification.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Sedgm: A structure-enhanced spatial–spectral dynamic gating mamba for hyperspectral image classification

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.711943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:f07cdcc24e82febe5f0f473b1ffc2997864d988697023b34ff4f442acd646363

Observation 4503ee7f-9e3e-4791-a6b4-d1ffb9c48f59 · outbound

This paper cites 3dss-mamba: 3d-spectral- spatial mamba for hyperspectral image classification.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection 3dss-mamba: 3d-spectral- spatial mamba for hyperspectral image classification

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.720500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:64fd8e2b97e69ec43900c00001db7679f6219152cc202edea0c9d5a352967943

Observation 8a3486af-24f4-4fa6-952b-be8c2c234e06 · outbound

This paper cites Spectral–spatial feature extraction network with ssm–cnn for hyperspectral–multispectral image collaborative classification.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Spectral–spatial feature extraction network with ssm–cnn for hyperspectral–multispectral image collaborative classification

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.762414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:a1cfd335c77d4d48beff2f4856478ba12f6a44dde0f70fe28c23a34e29eab511

Observation 3508b0bc-e6be-48d1-b147-389896ab928c · outbound

This paper cites Meta-learning of neural state-space models using data from similar systems.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Meta-learning of neural state-space models using data from similar systems

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.770748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:cd021391448d5e08501068969b83cbb90279e18f830e2a5e70df27504b970e19

Observation 5a008a37-fed8-40fb-b034-8f0d08531bfb · outbound

This paper cites Cascaded state space and contrastive learning for cross-domain few-shot segmentation.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Cascaded state space and contrastive learning for cross-domain few-shot segmentation

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.724827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:085a8fa6a03a3e54cca1c9c261369393e56077965b57c2d523284683f3054ff5

Observation 6caf7748-ba54-41c0-9d5b-fa34395f6d6c · outbound

This paper cites Meta-learning based hyperspectral target detection using siamese network.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Meta-learning based hyperspectral target detection using siamese network

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.728926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:bc3a7b9b21ad0e88dc775adce300196a58b74ab9652ae10f7b1759187fe78346

Observation 6c331080-6c06-4ce7-9a34-e729e32ea2d3 · outbound

This paper cites Background learning based on target suppression constraint for hyperspectral target detection.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Background learning based on target suppression constraint for hyperspectral target detection

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.835596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:ebdf948101983636197aaf7f56c0bc5eb4a91fdaf1de371f854fdccc956e2029

Observation b4ebfb25-dbfd-4672-96f0-4e3c6f30aae2 · outbound

This paper cites Hyperspectral target detection based on interpretable representation network.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Hyperspectral target detection based on interpretable representation network

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.745762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:b4a9549ccb43a55a2a951dcf3d12569fdba6a155d6e8fe58028dba5a58d6fa78

Observation 772a3a91-7688-43d7-8ab8-904742bee282 · outbound

This paper cites Selfmtl: Self-supervised meta-transfer learning via contrastive representation for hyperspectral target detection.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Selfmtl: Self-supervised meta-transfer learning via contrastive representation for hyperspectral target detection

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.774912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:76ba7ff45e52b5d0799b20eac85b56c28f63aa9cf2c0924bbeffa0f636a4d692

Observation e350a6dd-35aa-4d03-8052-a493a0da0eb5 · outbound

This paper cites Htd-mamba: Efficient hyperspectral target detection with pyramid state space model.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection Htd-mamba: Efficient hyperspectral target detection with pyramid state space model

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.766337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:9ce899852cb74a21d84b8cd1041345e23b1b72cbe21efcf11fc2cd01d3ac0cd4

Observation 9ac052a0-c0c3-4cb6-acb6-afead9542dca · outbound

This paper cites These results provide a more complete understanding of the robustness and effectiveness of the proposed framework, and further support the conclusions drawn in the main text.

Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection These results provide a more complete understanding of the robustness and effectiveness of the proposed framework, and further support the conclusions drawn in the main text

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:17:18.948734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:41:36.578924Z digest=sha256:9d838d4dc56740b04d6735ee4b630468d5175c2b53d3fc8119fa216483667334

Pith citing papers

No inbound Pith citation observations are available.