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Paper Citation Record · LEDGER

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion

As of 13 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 1 inbound Pith citation observation for arXiv:2411.17995.

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

pith.paper-citation-record.v1
2411.17995 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T11:40:09.167187Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T11:40:09.024777Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-12T11:40:09.282733Z

Reference resolution

31 of 31 outbound references displayed

  • verified exact2
  • verified fuzzy25
  • unresolved3
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b1648490-e76e-4a4c-ab03-af243d25564e · outbound

This paper cites Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion

Reference 1

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metadata mismatch
local_arxiv, observed 2026-08-12T11:40:09.287941Z

Source-reported events for the cited work

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

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Observation fa3c65d1-4ded-491e-80a1-d88a21516245 · outbound

This paper cites To solve the misalignment problems, camera calibration tech- niques and image registration algorithms have been devel- oped.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion To solve the misalignment problems, camera calibration tech- niques and image registration algorithms have been devel- oped

Reference 2

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verified fuzzy
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Source-reported events for the cited work

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

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Observation 59f5cf56-1a57-4aeb-9ca6-ae1a892b5eb3 · outbound

This paper cites front"} Clothes: {clothes: [.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion front"} Clothes: {clothes: [

Reference 3

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verified fuzzy
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Source-reported events for the cited work

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

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Observation 4c9a6126-c464-4bc8-94e2-4d70f4a1ee3b · outbound

This paper cites Implementation Details We conduct experiments on two different heavily misaligned RGB-thermal multispectral dataset.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion Implementation Details We conduct experiments on two different heavily misaligned RGB-thermal multispectral dataset

Reference 4

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verified fuzzy
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Source-reported events for the cited work

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

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Observation 4c083780-3d37-4d88-966d-b977c9fb4a20 · outbound

This paper cites an unresolved cited work.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion Unresolved cited work

Reference 5

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unresolved
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Source-reported events for the cited work

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

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Observation 68200406-309a-4f42-be09-26671a4baf4c · outbound

This paper cites Multispectral pedestrian de- tection: Benchmark dataset and baseline,.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion Multispectral pedestrian de- tection: Benchmark dataset and baseline,

Reference 6

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verified fuzzy
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Source-reported events for the cited work

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

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Observation 00a3f00f-2bb6-4f26-ba4e-7e02e9e98267 · outbound

This paper cites Uncertainty-guided cross-modal learning for robust multispectral pedestrian detection,.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion Uncertainty-guided cross-modal learning for robust multispectral pedestrian detection,

Reference 7

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verified fuzzy
raw_fallback, observed 2026-08-12T11:40:09.609259Z

Source-reported events for the cited work

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

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Observation f6928708-69ea-401d-a16b-7f21e1de3b77 · outbound

This paper cites Investigating Vulnerability to Adversarial Examples on Multimodal Data Fusion in Deep Learning.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion Investigating Vulnerability to Adversarial Examples on Multimodal Data Fusion in Deep Learning

Reference 8

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verified exact
local_arxiv, observed 2026-08-12T11:40:09.266539Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T11:40:09.059584Z digest=sha256:806ec87414462bc6a745da2fd5a14843a65d875aba220cfee9141d689f622658

Observation 0d01b9a8-509d-49c1-a7a9-adb17615dd1b · outbound

This paper cites Mul- tispectral invisible coating: laminated visible-thermal physical attack against multispectral object detectors us- ing transparent low-e films,.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion Mul- tispectral invisible coating: laminated visible-thermal physical attack against multispectral object detectors us- ing transparent low-e films,

Reference 9

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verified fuzzy
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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T11:40:09.064580Z digest=sha256:725f65ffb37df86f650d262a0b10dfcb7ebec1d55f5c083cf23cf21100c6e4c4

Observation 326249a2-6ec2-46ed-873a-840f7f2da7a0 · outbound

This paper cites Towards robust train- ing of multi-sensor data fusion network against adver- sarial examples in semantic segmentation,.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion Towards robust train- ing of multi-sensor data fusion network against adver- sarial examples in semantic segmentation,

Reference 10

Resolution
verified fuzzy
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Source-reported events for the cited work

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

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Observation 475e3ab5-ef0e-47e8-810d-77f62afc9f1a · outbound

This paper cites Robust multispectral pedestrian de- tection via spectral position-free feature mapping,.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion Robust multispectral pedestrian de- tection via spectral position-free feature mapping,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:40:09.563157Z

Source-reported events for the cited work

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

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Observation a9cf74e8-d0d8-4a1c-8903-166943515bdf · outbound

This paper cites Robust multispectral pedestrian detection via uncertainty-aware cross-modal learning,.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion Robust multispectral pedestrian detection via uncertainty-aware cross-modal learning,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:40:09.548261Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T11:40:09.079672Z digest=sha256:4a58cfe71bd637b10b880a10f675ad18ee841a66a10038355bd329e8d46d9360

Observation 8d41737a-1537-404b-b176-cd85e21aee9c · outbound

This paper cites Detrs with collaborative hybrid assignments training,.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion Detrs with collaborative hybrid assignments training,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:40:09.533268Z

Source-reported events for the cited work

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

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Observation ab21b13b-4fc3-4668-b328-484566cc810a · outbound

This paper cites Defending person detection against adversarial patch attack by using universal defensive frame,.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion Defending person detection against adversarial patch attack by using universal defensive frame,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:40:09.518542Z

Source-reported events for the cited work

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

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Observation f1cbb4a3-a076-4b1b-9a81-a45a38e6abe4 · outbound

This paper cites De- fending physical adversarial attack on object detection via adversarial patch-feature energy,.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion De- fending physical adversarial attack on object detection via adversarial patch-feature energy,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:40:09.504007Z

Source-reported events for the cited work

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

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Observation dab158b2-8aa2-4292-b270-4460ec768701 · outbound

This paper cites Inte- grating language-derived appearance elements with vi- sual cues in pedestrian detection,.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion Inte- grating language-derived appearance elements with vi- sual cues in pedestrian detection,

Reference 16

Resolution
verified fuzzy
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Source-reported events for the cited work

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

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Observation 6e85df86-458e-4db8-99d8-18cab345f31c · outbound

This paper cites Robust pedestrian detection via constructing versatile pedestrian knowledge bank,.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion Robust pedestrian detection via constructing versatile pedestrian knowledge bank,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:40:09.473993Z

Source-reported events for the cited work

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

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Observation 8a0a4258-ff65-4a8f-a7b4-e764eef941e5 · outbound

This paper cites Map: Multispectral adversarial patch to attack person detec- tion,.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion Map: Multispectral adversarial patch to attack person detec- tion,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:40:09.459237Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T11:40:09.106814Z digest=sha256:2afbb267881bd75e5522325a092a647c0e4d05d77ae54ecfcfd613385fe86dbd

Observation 81700dbc-6f3e-4e2e-82bb-5ad26fb5801d · outbound

This paper cites Causal mode multiplexer: A novel framework for unbiased multispectral pedestrian detec- tion,.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion Causal mode multiplexer: A novel framework for unbiased multispectral pedestrian detec- tion,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:40:09.444256Z

Source-reported events for the cited work

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

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Observation 000fc0e8-f46a-42b6-a421-43db9dce4b82 · outbound

This paper cites MSCoTDet: Language-driven Multi-modal Fusion for Improved Multispectral Pedestrian Detection.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion MSCoTDet: Language-driven Multi-modal Fusion for Improved Multispectral Pedestrian Detection

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-08-12T11:40:09.243651Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T11:40:09.115908Z digest=sha256:4c7a8137084b6eb1fccfdf1cb4ac31eff52feb2a75f7eafe4e8719d02fb02150

Observation e4f114e3-4996-4aca-834e-b3a4b17a634c · outbound

This paper cites A survey of image registration techniques,.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion A survey of image registration techniques,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:40:09.429092Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T11:40:09.120641Z digest=sha256:1f54bf15de2299575c0b2463fda9c26d89a1ac828e33322e64c83d7b1def3c4e

Observation b0eef678-d6b5-494d-bc99-b30f42ae9a66 · outbound

This paper cites Re- mote sensing image registration techniques: A survey,.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion Re- mote sensing image registration techniques: A survey,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:40:09.414436Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T11:40:09.125723Z digest=sha256:67f64c202a31c22dd2f0f1b0d1734743301b6f6786027bf1ae2a170a7ad3b339

Observation bfabbda6-3aed-4f1b-954c-229341a7dfc9 · outbound

This paper cites A survey of medical image registration,.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion A survey of medical image registration,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:40:09.399259Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T11:40:09.130240Z digest=sha256:4f4e7ebd6646f723481becc71baf0475fa39758cb2601c5c52b536605dd6477a

Observation 2262fa51-aab1-4406-b127-7c90d879af8b · outbound

This paper cites An iterative integrated frame- work for thermal–visible image registration, sensor fu- sion, and people tracking for video surveillance applica- tions,.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion An iterative integrated frame- work for thermal–visible image registration, sensor fu- sion, and people tracking for video surveillance applica- tions,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:40:09.384258Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T11:40:09.134695Z digest=sha256:4cc2f49d3e9c8baa6a7785f449e7d79360a9c52bcd3e89923d13679f1b71d16d

Observation 3231b0d4-ec05-4fa3-ab07-87b6bdadeaba · outbound

This paper cites Attentive alignment network for multispectral pedestrian detection,.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion Attentive alignment network for multispectral pedestrian detection,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:40:09.367574Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T11:40:09.139322Z digest=sha256:3c1a2c2aab302f07317974e732d81dfd020ba403752c74f83119aee565c985ea

Observation fca2de4d-cb9a-44ef-8804-2b93e8dab9d2 · outbound

This paper cites Weakly aligned cross-modal learning for multispectral pedestrian detection,.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion Weakly aligned cross-modal learning for multispectral pedestrian detection,

Reference 26

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verified fuzzy
raw_fallback, observed 2026-08-12T11:40:09.352262Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T11:40:09.143722Z digest=sha256:bb71951e013e5c46b05c3b31b6cd190dcd37f3eaf0c6c86cb5fc8c53505be5fc

Observation e7bd2dc4-df73-4897-8d66-e6f186963bf0 · outbound

This paper cites Illumination-aware faster r-cnn for robust multispectral pedestrian detection,.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion Illumination-aware faster r-cnn for robust multispectral pedestrian detection,

Reference 27

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verified fuzzy
raw_fallback, observed 2026-08-12T11:40:09.336564Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T11:40:09.148398Z digest=sha256:de58c18abd710dc3edfc2cf72f594ac1ecf2b0957aec8c52eab9341fa7bf284e

Observation 80b6d849-9154-4c12-a9c1-a8e948a02ae5 · outbound

This paper cites Improving multispectral pedestrian detection by addressing modal- ity imbalance problems,.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion Improving multispectral pedestrian detection by addressing modal- ity imbalance problems,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:40:09.319275Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T11:40:09.153149Z digest=sha256:aea6429decaf3cafa14c0c8b293fad90d117cad4216f709cccf1f75e0d2dc01a

Observation 4beac263-610c-4121-995a-3ec78e0c9262 · outbound

This paper cites Multimodal object de- tection via probabilistic ensembling,.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion Multimodal object de- tection via probabilistic ensembling,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:40:09.303946Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T11:40:09.157779Z digest=sha256:8ef803d3dabfc6191959614b9dd3b06a5dbfc936242d046982e26193e1aa4e73

Observation 84e6e9b0-689f-4e1f-a1f0-e08bcb400f9e · outbound

This paper cites GPT-4 Technical Report.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion GPT-4 Technical Report

Reference 30

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T11:40:09.162305Z digest=sha256:6153dcb2448fc1a46bb1d5b2045c5d72cee5ff5858a91bd8f3e501ddfcad20c1

Observation 2d557494-09a6-4060-868d-38249b4b54bf · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-12T11:40:09.167187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T11:40:09.167187Z digest=sha256:caba25cf263ec5674351a4cdbcbac145629d1c9600b5c782c9655205b1858c31

Pith citing papers

Observation b1648490-e76e-4a4c-ab03-af243d25564e · inbound

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion cites this paper.

Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion

Reference 1

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local_arxiv, observed 2026-08-12T11:40:09.287941Z

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source=pdf_text observed=2026-08-12T11:40:09.024777Z digest=sha256:6d824013debfbe3c581b507dffff0f223671bfebfd22af7278abe3c12959dcd4