# Camouflaged Object Detection on CAMO (M, F\_beta, E\_phi, S\_alpha) Source: [Camouflaged Object Detection on CAMO (M, F\_beta, E\_phi, S\_alpha)]() Collection index: [llms.txt]() Data updated: 2026-03-26T14:47:53.879Z Evaluation of Camouflaged Object Detection performance on the CAMO dataset, reporting specialized metrics M, F\_beta, E\_phi, and S\_alpha. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Camouflaged Object Detection | | Dataset (including any stated split) | CAMO | | Metric | M Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 37 of 37 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [M Score](): Higher is better; unit: SCALAR. - [F\_beta Score](): Higher is better; unit: SCALAR. - [E\_phi Score](): Higher is better; unit: SCALAR. - [S\_alpha Score](): Higher is better; unit: SCALAR. - [F\_beta Score (w)](): Higher is better; unit: SCALAR. ## Recorded results | Method | M Score | Result date | Report paper | | --- | --- | --- | --- | | SINet | 0.092 | Not recorded | 6981813da8b01e76cc8e23cf | | MGL-R | 0.088 | Not recorded | 6981813da8b01e76cc8e23cf | | BSA-Net | 0.079 | Not recorded | 6981813da8b01e76cc8e23cf | | PreyNet | 0.077 | Not recorded | 6981813da8b01e76cc8e23cf | | BGNet | 0.073 | Not recorded | 69c4bd8e0636e5bf4afc75aa | | FEDER | 0.07 | Not recorded | 6981813da8b01e76cc8e23cf | | RUN | 0.07 | Not recorded | 6981813da8b01e76cc8e23cf | | FSEL | 0.069 | Not recorded | 6981813da8b01e76cc8e23cf | | FEDER | 0.068 | Not recorded | 6981813da8b01e76cc8e23cf | | RUN | 0.068 | Not recorded | 6981813da8b01e76cc8e23cf | | DINet | 0.068 | Not recorded | 69c4bd8e0636e5bf4afc75aa | | FSEL | 0.067 | Not recorded | 6981813da8b01e76cc8e23cf | | FEDER | 0.067 | Not recorded | 69c4bd8e0636e5bf4afc75aa | | RUN | 0.066 | Not recorded | 6981813da8b01e76cc8e23cf | | ZoomNet | 0.066 | Not recorded | 69c4bd8e0636e5bf4afc75aa | | RUN | 0.065 | Not recorded | 6981813da8b01e76cc8e23cf | | EAMNet | 0.064 | Not recorded | 69c4bd8e0636e5bf4afc75aa | | EVP | 0.059 | Not recorded | 69c4bd8e0636e5bf4afc75aa | | CODdiff | 0.054 | Not recorded | 69c4bd8e0636e5bf4afc75aa | | FSPNet | 0.05 | Not recorded | 69c4bd8e0636e5bf4afc75aa | | DCNet | 0.05 | Not recorded | 69c4bd8e0636e5bf4afc75aa | | ESNet | 0.05 | Not recorded | 69c4bd8e0636e5bf4afc75aa | | SDRNet | 0.049 | Not recorded | 69c4bd8e0636e5bf4afc75aa | | SARNet | 0.047 | Not recorded | 69c4bd8e0636e5bf4afc75aa | | IPNet | 0.047 | Not recorded | 69c4bd8e0636e5bf4afc75aa | | VSCode | 0.046 | Not recorded | 69c4bd8e0636e5bf4afc75aa | | RUN | 0.045 | Not recorded | 6981813da8b01e76cc8e23cf | | CamoFormer | 0.043 | Not recorded | 69c4bd8e0636e5bf4afc75aa | | CamoDiff | 0.042 | Not recorded | 6981813da8b01e76cc8e23cf | | RUN | 0.042 | Not recorded | 6981813da8b01e76cc8e23cf | | FSEL | 0.04 | Not recorded | 69c4bd8e0636e5bf4afc75aa | | SENet | 0.039 | Not recorded | 69c4bd8e0636e5bf4afc75aa | | KCNet | 0.039 | Not recorded | 69c4bd8e0636e5bf4afc75aa | | BDCLNet | 0.039 | Not recorded | 69c4bd8e0636e5bf4afc75aa | | UGDNet | 0.038 | Not recorded | 69c4bd8e0636e5bf4afc75aa | | CGCOD | 0.036 | Not recorded | 69c4bd8e0636e5bf4afc75aa | | LGSAN | 0.034 | Not recorded | 69c4bd8e0636e5bf4afc75aa | ### SINet M Score: 0.092. Result ID: 699761d45698665ec4b4ba8b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","CurriSeg training":false}. This record does not assert independent reproduction. ### MGL-R M Score: 0.088. Result ID: 699761d45698665ec4b4ba8c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50","CurriSeg training":false}. This record does not assert independent reproduction. ### BSA-Net M Score: 0.079. Result ID: 699761d45698665ec4b4ba94. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Res2Net50","CurriSeg training":false}. This record does not assert independent reproduction. ### PreyNet M Score: 0.077. Result ID: 699761d45698665ec4b4ba8d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","CurriSeg training":false}. This record does not assert independent reproduction. ### BGNet M Score: 0.073. Result ID: 69c5471247f34ce924af4c00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pub./Year":"IJCAI’22"}. This record does not assert independent reproduction. ### FEDER M Score: 0.07. Result ID: 699761d45698665ec4b4ba8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","CurriSeg training":false}. This record does not assert independent reproduction. ### RUN M Score: 0.07. Result ID: 699761d45698665ec4b4ba92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","CurriSeg training":false}. This record does not assert independent reproduction. ### FSEL M Score: 0.069. Result ID: 699761d45698665ec4b4ba90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","CurriSeg training":false}. This record does not assert independent reproduction. ### FEDER M Score: 0.068. Result ID: 699761d45698665ec4b4ba8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","CurriSeg training":true}. This record does not assert independent reproduction. ### RUN M Score: 0.068. Result ID: 699761d45698665ec4b4ba93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","CurriSeg training":true}. This record does not assert independent reproduction. ### DINet M Score: 0.068. Result ID: 69c5471247f34ce924af4c08. [Reporting paper]() Recorded evaluation configuration: {"Pub./Year":"TMM’24"}. This record does not assert independent reproduction. ### FSEL M Score: 0.067. Result ID: 699761d45698665ec4b4ba91. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","CurriSeg training":true}. This record does not assert independent reproduction. ### FEDER M Score: 0.067. Result ID: 69c5471247f34ce924af4c05. [Reporting paper]() Recorded evaluation configuration: {"Pub./Year":"CVPR’23"}. This record does not assert independent reproduction. ### RUN M Score: 0.066. Result ID: 699761d45698665ec4b4ba95. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Res2Net50","CurriSeg training":false}. This record does not assert independent reproduction. ### ZoomNet M Score: 0.066. Result ID: 69c5471247f34ce924af4c01. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pub./Year":"CVPR’22"}. This record does not assert independent reproduction. ### RUN M Score: 0.065. Result ID: 699761d45698665ec4b4ba96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Res2Net50","CurriSeg training":true}. This record does not assert independent reproduction. ### EAMNet M Score: 0.064. Result ID: 69c5471247f34ce924af4c03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pub./Year":"ICME’23"}. This record does not assert independent reproduction. ### EVP M Score: 0.059. Result ID: 69c5471247f34ce924af4c02. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pub./Year":"CVPR’23"}. This record does not assert independent reproduction. ### CODdiff M Score: 0.054. Result ID: 69c5471247f34ce924af4c0e. [Reporting paper]() Recorded evaluation configuration: {"Pub./Year":"KBS’25"}. This record does not assert independent reproduction. ### FSPNet M Score: 0.05. Result ID: 69c5471247f34ce924af4c04. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pub./Year":"CVPR’23"}. This record does not assert independent reproduction. ### DCNet M Score: 0.05. Result ID: 69c5471247f34ce924af4c06. [Reporting paper]() Recorded evaluation configuration: {"Pub./Year":"TCSVT’23"}. This record does not assert independent reproduction. ### ESNet M Score: 0.05. Result ID: 69c5471247f34ce924af4c0f. [Reporting paper]() Recorded evaluation configuration: {"Pub./Year":"IVC’25"}. This record does not assert independent reproduction. ### SDRNet M Score: 0.049. Result ID: 69c5471247f34ce924af4c09. [Reporting paper]() Recorded evaluation configuration: {"Pub./Year":"KBS’24"}. This record does not assert independent reproduction. ### SARNet M Score: 0.047. Result ID: 69c5471247f34ce924af4c07. [Reporting paper]() Recorded evaluation configuration: {"Pub./Year":"TCSVT’23"}. This record does not assert independent reproduction. ### IPNet M Score: 0.047. Result ID: 69c5471247f34ce924af4c0d. [Reporting paper]() Recorded evaluation configuration: {"Pub./Year":"EAAI’24"}. This record does not assert independent reproduction. ### VSCode M Score: 0.046. Result ID: 69c5471247f34ce924af4c0a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pub./Year":"CVPR’24"}. This record does not assert independent reproduction. ### RUN M Score: 0.045. Result ID: 699761d45698665ec4b4ba98. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PVT V2","CurriSeg training":false}. This record does not assert independent reproduction. ### CamoFormer M Score: 0.043. Result ID: 69c5471247f34ce924af4c0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pub./Year":"TPAMI’24"}. This record does not assert independent reproduction. ### CamoDiff M Score: 0.042. Result ID: 699761d45698665ec4b4ba97. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"PVT V2","CurriSeg training":false}. This record does not assert independent reproduction. ### RUN M Score: 0.042. Result ID: 699761d45698665ec4b4ba99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PVT V2","CurriSeg training":true}. This record does not assert independent reproduction. ### FSEL M Score: 0.04. Result ID: 69c5471247f34ce924af4c0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pub./Year":"ECCV’24"}. This record does not assert independent reproduction. ### SENet M Score: 0.039. Result ID: 69c5471247f34ce924af4c10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pub./Year":"TIP’25"}. This record does not assert independent reproduction. ### KCNet M Score: 0.039. Result ID: 69c5471247f34ce924af4c11. [Reporting paper]() Recorded evaluation configuration: {"Pub./Year":"EAAI’25"}. This record does not assert independent reproduction. ### BDCLNet M Score: 0.039. Result ID: 69c5471247f34ce924af4c13. [Reporting paper]() Recorded evaluation configuration: {"Pub./Year":"KBS’25"}. This record does not assert independent reproduction. ### UGDNet M Score: 0.038. Result ID: 69c5471247f34ce924af4c12. [Reporting paper]() Recorded evaluation configuration: {"Pub./Year":"TMM’25"}. This record does not assert independent reproduction. ### CGCOD M Score: 0.036. Result ID: 69c5471247f34ce924af4c14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pub./Year":"ACMMM’25"}. This record does not assert independent reproduction. ### LGSAN M Score: 0.034. Result ID: 69c5471247f34ce924af4c15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pub./Year":"Ours"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.