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system list update
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agentmorris committed Mar 19, 2024
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130 changes: 72 additions & 58 deletions README.md
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Expand Up @@ -63,6 +63,14 @@ An online platform for camera trap data management that includes automated blank

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<img src="media/wildtrax-thumb.png" width="500">

#### EcoAssist

> <https://github.com/PetervanLunteren/EcoAssist>
Client-side tool for running MegaDetector and a number of species classifiers, including various postprocessing steps.

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<img src="media/ecoassist.png" width="500">

#### Camelot

> <https://gitlab.com/camelot-project/camelot>
Expand All @@ -89,16 +97,6 @@ OSS platform developed by TNC for managing data from biosecurity cameras, with r

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<img src="media/animl.jpg" width="500">

#### WildID

> <https://www.wildid.app>
Web-based platform for processing camera trap images, targeted for Southern Africa, that uses a custom multiclass detector. Free trial available; paid version allows larger bulk uploads.

Not to be confused with [Wild.ID](https://github.com/ConservationInternational/Wild.ID) (a desktop tool for camera trap image processing that was used by the TEAM Network prior to Wildlife Insights) or [Wild-ID](https://faculty-directory.dartmouth.edu/douglas-thomas-bolger) (a desktop tool to accelerate the identification of individual animals).

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<img src="media/wildid-thumb.jpg" width="500">

#### DeepFaune

> <https://www.deepfaune.cnrs.fr/en/>
Expand Down Expand Up @@ -145,14 +143,6 @@ Family of region-specific object detection models for camera traps and drones, b

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<img src="media/image_conservationai.png" width="500">

#### Mala ML

> <https://www.envir.ai>
AI-accelerated review tool that advertises both browser-based and desktop experiences.

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<img src="media/mala.jpg" width="500">

#### Agouti

> <https://agouti.eu>
Expand All @@ -167,28 +157,6 @@ The latter indicates that Agouti includes some bespoke AI tools, as well as Deep

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<img src="media/image12.png" width="500">

#### RECONN.AI

> <https://www.reconn.ai>
Cloud-based tool that includes a detector and species classifier. Documentation suggests the classifier is tailored for the American Midwest.

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<img src="media/reconn-ai.jpg" width="500">

#### PantheraIDS (Integrated Data System)

> <https://www.pantheraids.org/features.html>
Image management and analysis software used at Panthera; includes machine learning functionality for blank removal, species classification, and individual ID.

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<img src="media/panthera-ids.png" width="500">

#### Wildlife Observer Network Image ID+

> <https://wildlifeobserver.net/imageidplus>
Web-based system that takes a zipfile of camera trap images and produces an estimate of the presence/number of animals in each image.

#### MegaDetector

> <https://github.com/agentmorris/MegaDetector>
Expand Down Expand Up @@ -224,6 +192,62 @@ Connected camera network with cloud-based AI capabilities (for detecting and cla

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<img src="media/evorta.webp" width="500">

#### CamTrap Detector

* [Home](https://camtrap.net/detector)
* [Source](https://github.com/bencevans/camtrap-detector)

Client-side tool for running MegaDetector, including various postprocessing steps.

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<img src="media/camtrap-detector.png" width="500">

#### OCAPI

> <https://www.terroiko.fr/ocapi/>
Web-based platform for camera trap data management, uses MegaDetector and a custom species classifier (class list [here](https://ocapi-doc.terroiko.fr/#categories)).

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<img src="media/ocapi-screenshot.png" width="500">

#### Reconyx connect

* [Reconyx Connect for Android](https://play.google.com/store/apps/details?id=com.reconyx.reconyx2&hl=en_US&gl=US)
* [Reconyx Connect for iOS](https://apps.apple.com/us/app/reconyx-connect/id1497202185)

Reconyx mostly makes cameras, but their mobile app includes what appears to be cloud-based AI for classifying deer/buck/doe/turkey/human/vehicle in images from connected cameras ([video](https://www.youtube.com/watch?v=pRB15wrd2DE&t=5s&ab_channel=ReconyxCameras)).

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<img src="media/reconyx-ai.png" width="500">

<!-- -->



#### WildID

> <https://www.wildid.app>
Web-based platform for processing camera trap images, targeted for Southern Africa, that uses a custom multiclass detector. Free trial available; paid version allows larger bulk uploads.

Not to be confused with [Wild.ID](https://github.com/ConservationInternational/Wild.ID) (a desktop tool for camera trap image processing that was used by the TEAM Network prior to Wildlife Insights) or [Wild-ID](https://faculty-directory.dartmouth.edu/douglas-thomas-bolger) (a desktop tool to accelerate the identification of individual animals).

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<img src="media/wildid-thumb.jpg" width="500">

#### RECONN.AI

> <https://www.reconn.ai>
Cloud-based tool that includes a detector and species classifier. Documentation suggests the classifier is tailored for the American Midwest.

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<img src="media/reconn-ai.jpg" width="500">

#### PantheraIDS (Integrated Data System)

> <http://www.pantheraids.org>
Image management and analysis software used at Panthera; includes machine learning functionality for blank removal, species classification, and individual ID.

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<img src="media/panthera-ids.png" width="500">

#### DeCaTron

* [Home](https://www.thinkevolveconsulting.com/green-ai-products)
Expand Down Expand Up @@ -278,32 +302,22 @@ Tool for captioning images and videos that includes a workflow for camera trap d

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<img src="media/caption-pro.png" width="500">

#### EcoAssist

> <https://github.com/PetervanLunteren/EcoAssist>

Client-side tool for running and fine-tuning MegaDetector, including various postprocessing steps.

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<img src="media/ecoassist.png" width="500">

#### CamTrap Detector

* [Home](https://camtrap.net/detector)
* [Source](https://github.com/bencevans/camtrap-detector)
### Systems that appear to be less active

Client-side tool for running MegaDetector, including various postprocessing steps.
#### Wildlife Observer Network Image ID+

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<img src="media/camtrap-detector.png" width="500">
> <https://wildlifeobserver.net/imageidplus>
#### OCAPI
Web-based system that takes a zipfile of camera trap images and produces an estimate of the presence/number of animals in each image.

> <https://www.terroiko.fr/ocapi/>
#### Mala ML

Web-based platform for camera trap data management, uses MegaDetector and a custom species classifier (class list [here](https://ocapi-doc.terroiko.fr/#categories)).
> <https://www.envir.ai>
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<img src="media/ocapi-screenshot.png" width="500">
AI-accelerated review tool that advertises both browser-based and desktop experiences.

### Systems that appear to be less active
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<img src="media/mala.jpg" width="500">

#### CAIMAN

Expand Down
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